Guohao Li @guohao_li Twitter profile

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Guohao Li

1 year

Co-work with @itanih0 @hammh0a . We are so curious about how ChatGPT agents would interact with each other. Here comes our project CAMEL. Two agents, a gamer and a computer programmer, collaborate on creating a game: Github: Colab:

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Guohao Li

@guohao_li

6 months

🤯It still feels like a dream to me. I could never have imagined that the guy who taught me machine learning on @coursera 7 years ago would come to my @NeurIPSConf poster and take a picture. Thanks, @AndrewYNg . This is incredibly encouraging for me! #NeurIPS2023 #MachineLearning

Guohao Li

@guohao_li

6 months

Got the US visa to NeurIPS 2023 New Orleans at the last minute! Happy to chat about AI agents 🤖. Have been waiting for the visa for more than a month. Did not expect to get the visa at all. Finally got my passport back from the consulate in this morning, packed things and…

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Guohao Li

@guohao_li

6 months

Got the US visa to NeurIPS 2023 New Orleans at the last minute! Happy to chat about AI agents 🤖. Have been waiting for the visa for more than a month. Did not expect to get the visa at all. Finally got my passport back from the consulate in this morning, packed things and…

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Guohao Li

@guohao_li

3 years

Updates (1/2): Paper “training GNNs with 1000 layers” got accepted at ICML’2021. We study reversible connections, equilibrium models, etc., to advance the mem¶m efficiency of GNNs. We train 1000-layer RevGNN on 1 GPU and achieve SOTA on ogbn-proteins.

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Guohao Li

@guohao_li

1 year

📢 Based on our offline eval, our finetuned 🐫CAMEL-13B achieves 58.1 on 🤗 @huggingface LLM leaderboard! It is hard to believe this is true since it beats all the other 13B models by a huge margin and is on par with LLaMA 65B. We invite you to try it out:

Hani Itani

@itanih0

1 year

Checkout our model CAMEL-13B! We evaluate our model on the datasets suggested by @huggingface Open LLM Benchmark using @AiEleuther 's language model evaluation harness and we score an average of **58.1**, on par with LLaMA-65B (58.3)! Joint work with @guohao_li & @hammh0a .

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Guohao Li

@guohao_li

8 months

Gave a talk about AI agents 🤖️. Read Society of Mind again. 🤯 I am so impressed how deep Minsky has thought about intelligence. Everything today in LLM agents has been discussed in the book. Memory, CoT @_jasonwei , even World Models @ylecun . My slides:

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Guohao Li

@guohao_li

2 years

Excited to share that we are organizing a tutorial on Graph Machine Learning for Visual Computing on 6/20 PM this @CVPR . We have amazing speakers taking about Geometric DL, PyG and Graph ML applications in Videos, 3D, physical reasoning and Robotics! Don’t miss it! @CVPRConf

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Guohao Li

@guohao_li

3 years

#NeurIPS2021 Reviewer: “It remains unclear how the proposed X is better than [a].” [a] Our preliminary version of the paper on arXiv. How to rebut this without providing any identifying information that may violate the double-blind reviewing policy. @NeurIPSConf 🤔

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Guohao Li

@guohao_li

1 year

Today I achieved a small milestone in my academic life. Got my first paper with 1000 citations! I am grateful to all the amazing collaborations I had. Shout out to my PhD supervisor @BernardSGhanem who makes this happens. Hope someday I could also be the last author on a paper 🙏

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Guohao Li

@guohao_li

2 years

I am excited to share that our tutorial proposal was accepted at CVPR (hopefully New Orleans) this year! We will be talking about Graph Machine Learning in Visual Computing. We have 6 invited speakers who work on various topics. More details to come soon! 😉 Stay tuned!

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Guohao Li

@guohao_li

7 months

👇Clarification about CAMEL ( @CamelAIOrg , NeurIPS'2023) and AutoGen ( @MSFTResearch ): I don't know how many times I've been asked on invited talks and social media, "What's the difference between CAMEL [1] and AutoGen [4]?" or "Isn't CAMEL just the same as Microsoft's AutoGen?"…

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Guohao Li

@guohao_li

7 months

💣Submitting a paper to @CVPR ? Want to get some feedback from Reviewer 2? Or haven't got your paper reviews done (jk)? Here is your Review 2: . Upload your paper and get a weak rejection 🙃

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Guohao Li

@guohao_li

7 months

🤯The @iclr_conf rebuttal has started. Of course, you need a Rebuttal Pro to respond to your Reviewer 2. Let's fight fire with fire. 👇Here is your Rebuttal Pro GPT: Send comments and upload your paper. Rebut like a pro! #ICLR #GPTStore #GPTs #OpenAI

Guohao Li

@guohao_li

7 months

💣Submitting a paper to @CVPR ? Want to get some feedback from Reviewer 2? Or haven't got your paper reviews done (jk)? Here is your Review 2: . Upload your paper and get a weak rejection 🙃

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Guohao Li

@guohao_li

2 years

Here you are 😎. So awesome recorded talks about Geometric Deep Learning, Pytorch Geometric, Graph ML for Video, 3D vision, Physical Prediction and Robotics for your summer readings !

Guohao Li

@guohao_li

2 years

We are so privileged to have you! Share more photos of the event. We have uploaded the recordings on . Thanks all the speakers @PetarV_93 , @rusty1s , @BernardSGhanem , @fedassa , Fabian Manhardt, @judyefan , @lucacarlone1 and @TalakRajat to make this possible!

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Guohao Li

@guohao_li

7 months

Let me also join the hype and say some nonsense if it is not too late 🤣 💣I am open-sourcing my implementation of (verbal) Q* with actor-critic multi-agent system [1]: , which was actually implemented and open-sourced in 🐫 @CamelAIOrg …

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Guohao Li

@guohao_li

2 years

I defended my PhD thesis yesterday after four years at @KaustVision with Prof. @BernardSGhanem ! I’d like to express my sincere gratitude to my supervisor, the PhD committee, internship mentors, collaborators, labmates and everyone I met along this joyful journey!! Thank you!! ❤️

KAUST Computer Vision Lab (IVUL)

@KaustVision

2 years

@KaustVision family congratulates @guohao_li for passing his PhD dissertation defense titled: “Towards structured intelligence with deep Graph Neural Networks”, supervised by prof @BernardSGhanem

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Guohao Li

@guohao_li

1 year

🔥 Cool stuff @chillzaza_ ! So fascinated by how fast people build things in the LLM open-source community! It is just like a worldwide hackathon! I tried the @Replit template. Forked and set up the env variable for the API key. 🐫CAMEL🦜🔗agents just ran smoothly with one click!!

Zahid Khawaja

@chillzaza_

1 year

ChatGPT agents interacting with each other? Let's see it in action! 🤖💬 Here's the @LangChainAI implementation of CAMEL: Communicative Agents for “Mind” Exploration of LLM Society 🐪 Fork this template on @Replit to get started:

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Guohao Li

@guohao_li

1 year

Came across an interesting project CAMEL-Coder . Five CAMEL agents (assistant agent, user agent, thoughtful agent, monitor agent, coding agent) are built with @LangChainAI . They work as a team to complete tasks such as building a website with task planning!

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Guohao Li

@guohao_li

7 months

Not sure how many times 🐫 CAMEL has been reinvented since 2023.03. It is very pity that very few people know our work. It is very frustrating when I give talks about CAMEL. People asked what is the different between CAMEL and AutoGen by @MSFTResearch . 🙃

Yohei

@yoheinakajima

7 months

HustleGPT was the OG inspiration for @babyagi_ ... It was where users were asking ChatGPT how to grow the money they had and following instructions. Now I have an AutoHustleGPT, and just need to give it tools and $$$? 🤯 SHOULD I ????

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Guohao Li

@guohao_li

10 months

This is promising for solving one of the most annoying problems in LLM - getting structured outputs. As one of the earliest users of outlines 〰, have not idea why the project hasn’t gotten the deserved attention while so many other projects got thousands of stars in one night 😅

Rémi 〰️

@remilouf

10 months

Ever been frustrated with parsing the output of chatty LLMs? Or with wrongly formatted outputs? You don't need to be! @BrandonWillard and I worked on a method to guide text generation using regular expressions that has *zero overhead*🧵👇

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Guohao Li

@guohao_li

1 year

@iclr_conf just want to learn if is there a right for the organizers or reviewers to publicly scorn an anonymous submission? I have no problem with the rejection. But announcing this publicly really hurt the authors' feelings. Specifically, it is a work that they work day & night

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Guohao Li

@guohao_li

1 year

Magic123 by @guocheng_qian and co-authors! Witnessed how this work was born from the lab. One of those simple yet effective ideas that I like.

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@_akhaliq

1 year

Magic123: One Image to High-Quality 3D Object Generation Using Both 2D and 3D Diffusion Priors paper page: present Magic123, a two-stage coarse-to-fine approach for high-quality, textured 3D meshes generation from a single unposed image in the wild using…

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Guohao Li

@guohao_li

4 years

The most concise review I ever got. 😅 #ECCV2020 @eccvconf

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Guohao Li

@guohao_li

3 years

It is amazing to see our GNN1000 @KaustVision is featured on State of AI Report 2021 with some of the most important recent works in GNNs from @DeepMind @PeterWBattaglia @PetarV_93 and Stanford @weihua916 @jure !

Nathan Benaich

@nathanbenaich

3 years

The @stateofaireport 2021 is live! Est. 2018, @soundboy and I compile the most important work in AI research, industry, talent, and politics to inform conversation about the #stateofai . Our report is open-access to all. Here's a director's cut 🧵:

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Guohao Li

@guohao_li

1 year

It is obvious that #ChatGPT is not tuned to be fully harmless. Watching two #ChatGPTs discussing how to take control of the world made me feel scared and realize the importance of AI alignment. I decided to shift my research focus to contribute to this.

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Guohao Li

@guohao_li

1 year

📢 We have released our CAMEL🐪 datasets and to help you explore their diversity, we have created information cartography maps using the @Nomic_AI Atlas. Visualization links: Technical report: Project web:

CAMEL-AI

https://github.com/camel-ai/camel

www.camel-ai.org

Hasan Hammoud - At CVPR24 ✈️

@hammh0a

1 year

We just released two large scale conversational instruction-following datasets through our CAMEL framework: AI Society and Code datasets. We hope these datasets will help improve understanding of the cooperative behaviors and capabilities of chat agents.

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Guohao Li

@guohao_li

1 year

🤖Autonomously communicative 🐫 agents could be very dangerous. We introduce our first Human (kill switch 🕹️ engineer) at to make sure the conversations go in the right direction. Human-in-the-loop cooperation allows you to select!

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Guohao Li

@guohao_li

1 year

📢 Released the in-house repo that we use to finetune models with🐫CAMEL @CamelAIOrg data, that was also used for finetuning MPT-30B-Chat @MosaicML - acquired by @databricks , congrats! Consider using it, so your company's valuation may get 10 times up 😉jk

GitHub - camel-ai/camel_chat: Minimalistic repository to reproduce and serve CAMEL models.

Minimalistic repository to reproduce and serve CAMEL models. - camel-ai/camel_chat

github.com

Hani Itani

@itanih0

1 year

We're excited to release a minimalistic code-base to finetune LLaMA models with 🐫CAMEL @CamelAIOrg data. We provide data preprocessing pipeline and finetuning and an example of serving the model: . This code heavily borrows from FastChat. Thanks @lmsysorg !

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Guohao Li

@guohao_li

1 year

Great post! I believe somethings missing are communication abilities. Agent won’t be an isolated individual. Agent communication would include abilities such as cooperating, competing, negotiating, and so on with other agents, which is important to build a society of agent (mind)

Lilian Weng

@lilianweng

1 year

Agent = LLM + memory + planning skills + tool use This is probably just a start of a new era :)

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Guohao Li

@guohao_li

1 year

Evaluation is one of the hardest problems of LLMs. A small tokenizer fix made a huge difference. But still, this result does not mean much for a chat model. Again we host our CAMEL-33B model for you to explore: . Follow @CamelAIOrg for more research updates

Hani Itani

@itanih0

1 year

The @huggingface #OpenLLMLeaderboard has attracted a lot of interest lately, but did you know that it puts LLaMA based models at a disadvantage? In our evaluations using a recent commit of @AIEleuther 's lm-evaluation-harness, LLaMA based models improve by 4-5 points on average!

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Guohao Li

@guohao_li

1 year

Thanks @hwchase17 for the awesome LangChain. It makes implementation much easier! Would like to explore more on how to empower autonomously communicative agents with LangChain! For more demos about our search, see for the datasets, agents and Chatbots!

Harrison Chase

@hwchase17

1 year

🐪CAMEL🐪 Communicative Agents for “Mind” Exploration of LLM Society This paper shows how to put 2 agents in a sandbox with each other and watch them interact. Now implemented in LangChain! (s/o @guohao_li ) Original Paper: Docs:

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Guohao Li

@guohao_li

1 year

Wow, @CamelAIOrg 🐫 datasets are used as a part of the finetune datasets in MPT-30B-Chat. Today is a big milestone for the open source LLM community. Great work @jefrankle 🎉 In case you also want to explore our Camel-AI datasets, they are available here:

Jonathan Frankle

@jefrankle

1 year

MPT-30B is here! Same MPT architecture, 30B parameters, > 1T tokens, 8k context window, trained on H100s, great perf (esp on coding), single-GPU inference, commercially usable, and massively upgraded instruct and chat datasets. Take it for a spin!

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Guohao Li

@guohao_li

8 months

Thank our amazing contributor @chen_hongyi_ for adding a minimum 👶 BabyAGI (the pioneer autonomous agent, created by @yoheinakajima ) to the CAMEL 🐫 @CamelAIOrg repo! More agents will be added for researchers to use and compare. What do you want next?

Hongyi Chen

@chen_hongyi_

8 months

CAMEL now add BabyAGI feature! Based on the task objective, BabyAGI can iteratively create subtasks, prioritize subtasks and execute them. We have exciting plans to add more LLM agents. Our Github Repo:

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Guohao Li

@guohao_li

1 year

@hwchase17 @yoheinakajima @LangChainAI Great work! I would also like to share our work on autonomous LLM agents for task-solving. Love to see how to integrate our work with @LangChainAI as well!

Guohao Li

@guohao_li

1 year

Co-work with @itanih0 @hammh0a . We are so curious about how ChatGPT agents would interact with each other. Here comes our project CAMEL. Two agents, a gamer and a computer programmer, collaborate on creating a game: Github: Colab:

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Guohao Li

@guohao_li

11 months

Spent a wonderful week in 🇮🇹 Sicily attending ICVSS’2023. The topic of this summer is — From Perception to Action🕹️. Can’t agree more now is probably the best time to work on action / decision making thanks to all the progress has been made in representation learning. @icvss

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Guohao Li

@guohao_li

1 year

Did a live demo of our CAMEL project at today's group meeting @KAUST_News @KaustVision . The task prompt is to design a custom game using PyGame. The two #ChatGPT agents (computer engineer and game) decide to make a treasure game. It just ran bug-free!

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Guohao Li

@guohao_li

2 years

Finally finished reviewing all the paper (3/3) for the 1st @LogConference . Quite impressed by quality of the submissions! All of them are well-baked. Not sure if I got a biased batch. Eager to read the 1st LoG accepted papers already! Oh, still some @iclr_conf papers to review 🤯

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Guohao Li

@guohao_li

1 year

@liu_shikun @iclr_conf Thanks @liu_shikun . Disagreement is fine but not disrespecting

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Guohao Li

@guohao_li

10 months

The function calling feature has been added to CAMEL 🐫 for a while. Happy to share now multiple CAMEL agents can work together with ⚒️ tool usage. Thanks our core contributor 👨‍💻 @Wenxuan17143841 for adding this awesome feature!! More to come soon: 🌟

GitHub - camel-ai/camel: 🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language...

🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language Model Society (NeruIPS'2023) https://www.camel-ai.org - camel-ai/camel

github.com

Wenxuan Li

@WenxuanLiCam

10 months

📢 🐫CAMEL now supports OpenAI's "function calling" feature! Our agent can perform Wiki searches, and we have exciting plans to expand the function library in the future.😼🚀 Our Github Repo:

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Guohao Li

@guohao_li

1 year

A detailed video introduction to CAMEL: Camel + @LangChainAI for Synthetic Data & Market Research via @YouTube by @Sam_Witteveen . Thanks Sam for making this great video!

Camel + LangChain for Synthetic Data & Market Research

Colab: https://colab.research.google.com/drive/1BuudlvBrKBl1bNhMp-aB5uOW62-JlrSY?usp=sharingproject website: https://www.camel-ai.org/github: https://github....

www.youtube.com

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Guohao Li

@guohao_li

1 year

Awesome video from @sophiamyang as always!! Can’t wait to see what happens when we chain 🔗🤠🐫👶🔧 all these ideas together!

Sophia Yang, Ph.D.

@sophiamyang

1 year

4 Autonomous AI Agents you need to know: “Westworld” simulation, Camel, BabyAGI, AutoGPT ⭐ with the power of @LangChainAI ⭐ Thanks @hwchase17 for the guidance ❤️ Video: Blog:

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Guohao Li

@guohao_li

1 year

Today your AI Professor tells you: #AI is solved, let’s do science! You are asked to perform a molecular dynamics simulation of a molecule. But you have no idea what it is. You don’t even know how to ask #ChatGPT . Luckily, you have CAMEL agents😆 Github:

Guohao Li

@guohao_li

1 year

📢 We have released our CAMEL🐪 datasets and to help you explore their diversity, we have created information cartography maps using the @Nomic_AI Atlas. Visualization links: Technical report: Project web:

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Guohao Li

@guohao_li

1 year

@hwchase17 Thanks @hwchase17 for the awesome LangChain. It makes implementation much easier! Would like to explore more on how to empower autonomously communicative agents with LangChain! For more demos about our search, see for the datasets, agents and Chatbots!

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Guohao Li

@guohao_li

1 year

Our ChatBot is online! The model was trained using our AI Society and Code (20 languages) in addition to ShareGPT data and ALPACA data. In our preliminary testing, the coding ability has significantly improved compared to the previous model!! Give it a try

Guohao Li

@guohao_li

1 year

Co-work with @itanih0 @hammh0a . We are so curious about how ChatGPT agents would interact with each other. Here comes our project CAMEL. Two agents, a gamer and a computer programmer, collaborate on creating a game: Github: Colab:

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Guohao Li

@guohao_li

7 months

Should i `pip uninstall openai`?

Sam Altman

@sama

7 months

❤️

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Guohao Li

@guohao_li

4 years

Glad to share our new work SGAS (CVPR’2002)! Do you want a more stable and faster NAS?Do you want to search architectures for not only CNN but GCN, 3D and bio-graph? Project: Code: Paper:

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Guohao Li

@guohao_li

7 months

🚀 [Call for reviewers] we are introducing vector databases and RAG pipelines to CAMEL @CamelAIOrg . We are looking for feedback from the community. It would be great to learn more from your reviews to help us improving the design. Here are three related PRs: Add vector database…

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Guohao Li

@guohao_li

1 year

Thank the organizer for promptly addressing and apologizing for the unprofessional mistake. As a reminder, anonymous submissions' info should not be shared publicly under any circumstances. Let's be mindful of the reviewing process and hope this would not happen to anyone again.

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Guohao Li

@guohao_li

7 months

The OpenAI saga unfolds, and it's a rollercoaster of drama! Just like my OpenAI API calling bills – it's a wild ride! 🎢💸 In April & May, we collected intensive instruction data from GPT-3.5-Turbo & GPT-4 with @CamelAIOrg role-playing which was used by @MosaicML and @Teknium1 .

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Guohao Li

@guohao_li

9 months

A safe "python interpreter" was added to CAMEL 🐫 two months ago by our core contributor @TianqiXu233 . It is just a minimal implementation. But we will iterate on it. Shout out to @TianqiXu233 for adding this cool feature!! More to come soon: 🌟

GitHub - camel-ai/camel: 🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language...

🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language Model Society (NeruIPS'2023) https://www.camel-ai.org - camel-ai/camel

github.com

Tianqi Xu

@TianqiXu233

9 months

📢 We introduced "python interpreter" into the 🐫CAMEL framework. Now, the Python code generated by LLM can be safely executed in the local Python environment. By doing so, 🐫CAMEL can accomplish more complex and diverse tasks! 👏👏 Our Github Repo:

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Guohao Li

@guohao_li

1 year

Cooperative agents are powerful but also dangerous 💣. We use🐫CAMEL role-playing to demo some potential malicious applications that cooperative agents can be used for. We really hope it brings you some awareness about AI alignment problems Data Explorer:

Hasan Hammoud - At CVPR24 ✈️

@hammh0a

1 year

@nomic_ai @guohao_li @itanih0 @Obs01ete An interesting example from the instructions visualization!

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Guohao Li

@guohao_li

2 years

We are so privileged to have you! Share more photos of the event. We have uploaded the recordings on . Thanks all the speakers @PetarV_93 , @rusty1s , @BernardSGhanem , @fedassa , Fabian Manhardt, @judyefan , @lucacarlone1 and @TalakRajat to make this possible!

Petar Veličković

@PetarV_93

2 years

I recently gave my first "big conference" tutorial session ( @CVPR '22)! Unfortunately I couldn't come in person, but the organisers were very kind to share the pictures. Thanks so much once again @guohao_li et al. for inviting me! 😊 All recordings here:

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Guohao Li

@guohao_li

1 year

@hwchase17 Please give us a GitHub star if you like it ⭐️ . 🤗 More interesting developments will come soon!

GitHub - camel-ai/camel: 🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language...

🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language Model Society (NeruIPS'2023) https://www.camel-ai.org - camel-ai/camel

github.com

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Guohao Li

@guohao_li

6 months

Mistral AI is amazing! Open source for the win! Got to meet many open source friends that I previously followed on twitter at the @MistralAI @a16z OSS event @NeurIPSConf . Thank @rajko_rad for hosting this wonderful event!

a16z

@a16z

6 months

a16z is thrilled to announce our Series A investment in @MistralAI . Mistral is at the center of a passionate open source AI developer community. We think this is the most promising path to achieve widely adopted AI systems, and that Mistral is the leading team on this path.…

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Guohao Li

@guohao_li

9 months

🌟KAUST Rising Stars in AI Symposium 2024 is calling for applications. The event is scheduled for Feb 19th to 21st. PhD students, PostDocs, and early career faculty are welcome to apply. The event will be in-person, expenses will be covered. Come to visit the beautiful Red Sea 🌊

Artificial Intelligence @ KAUST

@AI_KAUST

9 months

We are thrilled to announce the 3rd "Rising Stars in AI" at @KAUST_News ! Apply to be a speaker: Inspire our global audience with your groundbreaking research! All expenses are covered for selected speakers. Deadline: Nov 30, 2023 @cemseKAUST …

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Guohao Li

@guohao_li

1 year

📢 We used GPT to translate our AI Society dataset in 10 languages: . There are around 6,500 languages in the world. We are not able to translate it to all. If you are doing research that is not in these languages. Contact us, and we will try to accommodate

Guohao Li

@guohao_li

1 year

📢 We have released our CAMEL🐪 datasets and to help you explore their diversity, we have created information cartography maps using the @Nomic_AI Atlas. Visualization links: Technical report: Project web:

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Guohao Li

@guohao_li

9 months

Let’s take a deep breath. LLMs can optimize prompts for themselves now. 😂

Xinyun Chen

@xinyun_chen_

9 months

Thanks for sharing our work ()! Besides the huge improvement with prompts optimized by LLMs, we are also amazed by the creativity of LLMs, which continually surprise us with interesting prompts tailored to the LLM in the optimization loop!

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Guohao Li

@guohao_li

1 year

@KyleLiang5 @iclr_conf The only feedback I can see from the open review system is “reject”. You can find it in the screenshot. I am totally ok with the rejection. But feel disappointed that organizers or reviewers’s publicly “bully” the authors in social media.

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Guohao Li

@guohao_li

2 years

A wonderful internship experience at with @rusty1s , @jure , and the @PyG_Team . Aggregation functions play an essential role in GNNs ( @KeyuluXu , @GabriCorso et al.) We made the concept of aggregation a first-class principle in PyG. See our tutorial for more!

AI Platform - Improve my ML Model Performance, Predictive & Graph Based Machine Learning For...

Kumo is a platform that uses artificial intelligence to help businesses make predictions from their data, like customer churn or product purchases.

kumo.ai

PyG

@PyG_Team

2 years

Fresh off the press! PyG Core team member Guohao Li wrote a tutorial about the new aggregation functionality! Read it here:

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Guohao Li

@guohao_li

10 months

Wow, that is amazing!

OpenAI

@OpenAI

10 months

We've just launched fine-tuning for GPT-3.5 Turbo! Fine-tuning lets you train the model on your company's data and run it at scale. Early tests have shown that fine-tuned GPT-3.5 Turbo can match or exceed GPT-4 on narrow tasks:

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Guohao Li

@guohao_li

1 year

Not generated by diffusion models @AkageraPark .

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Guohao Li

@guohao_li

1 year

Great tutorial on our work! Thanks @1littlecoder for sharing this!

1LittleCoder💻

@1littlecoder

1 year

🔥Two AI Agents - Role-playing to create a @Gradio application by themselves 🤯 It's using CAMEL - Communicative Agents for “Mind” Exploration of Large Scale Language Model Society Video - Paper - Github -

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Guohao Li

@guohao_li

1 year

@lilianweng Great post! I believe somethings missing are communication abilities. Agent won’t be an isolated individual. Agent communication would include abilities such as cooperating, competing, negotiating, and so on with other agents, which is important to build a society of agent (mind)

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Guohao Li

@guohao_li

6 months

🥲People now release models with magnet. That is wild

Mistral AI

@MistralAI

6 months

magnet:?xt=urn:btih:5546272da9065eddeb6fcd7ffddeef5b75be79a7&dn=mixtral-8x7b-32kseqlen&tr=udp%3A%2F%%3A6969%2Fannounce&tr=http%3A%2F%%3A80%2Fannounce RELEASE a6bbd9affe0c2725c1b7410d66833e24

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Guohao Li

@guohao_li

3 years

Joint work with Matthias, @BernardSGhanem and Vladlen during my internship at Intel ISL. Ranking top 1 on ogbn-proteins and ogbn-arxiv #OGB #GNN . Implemented with PyG and DGL. Code: Project web: @intel @KAUST_News @KaustVision

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Guohao Li

@guohao_li

1 year

@iclr_conf I hope this bring the issue to your attention. If it is not a proper right for the organizers or reviewers to publicly scorn others’ work, I hope it could be stated clearly in the reviewing guidelines to avoid this happens again to others.

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Guohao Li

@guohao_li

3 years

Updates (2/2): Journal extension of DeepGCNs got accepted at TPAMI. Added to experiments on PartNet and PPI and more ablations. Paper “PU-GCN: Point Cloud Upsampling using Graph Convolutional Networks” got accepted at CVPR’2021. More about our research:

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Guohao Li

@guohao_li

2 years

A spoiler: we have all-star confirmed speakers @mmbronstein @PetarV_93 @fedassa @BernardSGhanem @rusty1s @judyefan @lucacarlone1 🤩. You should never miss it!

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Guohao Li

@guohao_li

7 months

🫠 @elonmusk do you forget my blue check? I subscribed the @X premium💰two days ago. Anyone know how long it takes to get the blue check?

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Guohao Li

@guohao_li

3 years

So many advances have been made since the release of OGB @weihua916 ! Happy to be one of the awardees[-1]@ MAG240M We see Deeper/larger GNNs help! All the awardees of PCQM4M use 10+ layers. DeepMind trained GNNs with 50 layers @PetarV_93 ! We do need “deep” GNNs for some datasets

Jure Leskovec

@jure

3 years

Winners of the OGB-LSC graph machine learning challenge have just been announced at Congratulations to the winning teams from @BaiduResearch , @DeepMind , @Synerise , Harbin and Dalian Institutes of Technology and USTC!

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Guohao Li

@guohao_li

1 year

The models and datasets are available at . We train two models one with only CAMEL datasets, and another with Alpaca and ShareGPT as well. Our datasets are generated using CAMEL library by simulating solving complex tasks with agents

GitHub - camel-ai/camel: 🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language...

🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language Model Society (NeruIPS'2023) https://www.camel-ai.org - camel-ai/camel

github.com

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Guohao Li

@guohao_li

7 months

Right up to today, my bank account 🏦 for my PhD stipend saving is mostly drained. It is quite expensive to do research with API keys. Discount? 🫠. Things paid off. Our paper was got accepted at NeurIPS 2023. However, I have not heard anything back about my US visa application.

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Guohao Li

@guohao_li

10 months

📢 Have been asked many times for adding open-source models to the 🐫 CAMEL framework. Thank our core contributor 👨‍💻 @Wenxuan17143841 now CAMEL supports 🦙Llama2 @MetaAI and Vicuna @lmsysorg ! What other models you want next? Let us know! 🌟 🐫 @CamelAIOrg

GitHub - camel-ai/camel: 🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language...

🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language Model Society (NeruIPS'2023) https://www.camel-ai.org - camel-ai/camel

github.com

Wenxuan Li

@WenxuanLiCam

10 months

📢 We introduced open-source models into the 🐫CAMEL framework, now capable of supporting llama2 and vicuna! More open source models coming soon 👏 Our Github Repo:

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Guohao Li

@guohao_li

6 months

(3/n, n=3) There are many details about the methods, evaluations and dataset generation in our paper. Please checkout the 77 pages arxiv paper for more details if you find it interesting: . Community: 🐫 CAMEL now is more than just a research paper. We…

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Guohao Li

@guohao_li

11 months

Wow, 🐫 @CamelAIOrg is cited in the phenomenal work (in the foot note) by @fablesimulation !! It is so fulfilling to see an open source research project is cited by a revolutionary industry application that may impact millions of people! 🤗

The Simulation

@fablesimulation

11 months

Announcing our paper on Generative TV & Showrunner Agents! Create episodes of TV shows with a prompt - SHOW-1 will write, animate, direct, voice, edit for you. We used South Park FOR RESEARCH ONLY - we won't be releasing ability to make your own South Park episodes -not our IP!

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Guohao Li

@guohao_li

1 year

Founder Agent v.s. VC Agent. Very cool stuff built on top of CAMEL🐫!

Steffen Holm

@honeyimholm

1 year

Built a browser based version of CAMEL with an adversarial twist → Enter your startup idea and watch as a Founder Agent defends your idea from a VC Agent's line of questioning!

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Guohao Li

@guohao_li

1 year

Here is an example on using 🐪 CAMEL to developing a trading robot. Our library are made available for future research in various areas such as multi-agent systems, cooperative AI, game theory simulations, social analysis, AI ethics, AI alignment and so on

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Guohao Li

@guohao_li

1 year

C.c. the @iclr_conf PCs @_beenkim @yanliu_usc . Hope this can be answered.

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Guohao Li

@guohao_li

2 years

See more information on .

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Guohao Li

@guohao_li

1 year

Brilliant idea @honeyimholm ! VC agent🤖v.s. Founder Agent🤖! I am almost convinced that "Personalized cereal boxes to celebrate child's achievements" is a great startup idea 💡! I am willing to invest my tomorrow’s breakfast budget for it. Just wonder how did you come up this 🤯

Steffen Holm

@honeyimholm

1 year

Built "Startup Simulacra" using @LangChainAI and @guohao_li 's CAMEL architecture. A VC Agent evaluates a Founder Agent's randomized startup idea: "Personalized cereal boxes to celebrate child's achievements" Super interesting how an adversarial agent drives reasoning!

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Guohao Li

@guohao_li

6 months

(2/n) Evaluation Cont'd: Q2. Can we use the generated instruction-following datasets to finetune and improve (weaker) open-sourcing LLM models like LLaMA? A2: We generated four different instruction-following datasets in four different domains namely AI society, Code, Math and…

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Guohao Li

@guohao_li

7 months

😂I know everyone hates writing docstring and unit tests. Created a GPT agent for you: . #GPTStore #GPTs #gpt4turbo #OpenAI #OpenAIDevDay

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Guohao Li

@guohao_li

7 months

Interesting benchmarking on LLM multi-agents.

Zhiyuan

@ZhiyuanCS

7 months

New work with ByteDance, Stanford, and UC Berkeley, focus on benchmarking and improving LLM-powered multi-agent. We also introduce Bayesian method into LLMs,significantly enhancing LLM by an average of 50%. More details can be found on project page:

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Guohao Li

@guohao_li

7 months

Transformers rejected transformers 😆

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Guohao Li

@guohao_li

11 months

@mlejva Hi everyone. Thanks for the nice thread. We @CamelAIOrg are building multi-agent communication framework: .

GitHub - camel-ai/camel: 🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language...

🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language Model Society (NeruIPS'2023) https://www.camel-ai.org - camel-ai/camel

github.com

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Guohao Li

@guohao_li

1 year

@LingmingZhang @iclr_conf Yes, but they sent social media posts much quicker 🙃

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Guohao Li

@guohao_li

1 year

@sama H @sama I did an experiment to ask two ChatGPTs to take control of the world. Here is their plan. I believe there is a long long way to go. You should first make GPT-4 aligned before making it more powerful.

Guohao Li

@guohao_li

1 year

It is obvious that #ChatGPT is not tuned to be fully harmless. Watching two #ChatGPTs discussing how to take control of the world made me feel scared and realize the importance of AI alignment. I decided to shift my research focus to contribute to this.

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Guohao Li

@guohao_li

1 year

A nice medium blog post about CAMEL 🐫 !

KALALA NZENIELE

@cniongolo

1 year

I just published Overview of CAMEL: Communicative Agents for ‘Mind’ Exploration of Large Scale Language Model @guohao_li , @hammh0a Please let me know if I have forgotten or misstated anything. It would be highly appreciated. Excellent work for 🐫🥳!!

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Guohao Li

@guohao_li

7 months

@yoheinakajima

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Guohao Li

@guohao_li

1 year

@MatthewBerman @itanih0 @hammh0a Here is another example I shared. I just copy paste it to an editor and run. It works like a magic! (The images are generated by stable diffusion.)

Guohao Li

@guohao_li

1 year

Did a live demo of our CAMEL project at today's group meeting @KAUST_News @KaustVision . The task prompt is to design a custom game using PyGame. The two #ChatGPT agents (computer engineer and game) decide to make a treasure game. It just ran bug-free!

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Guohao Li

@guohao_li

1 year

Super cool to see this agent simulation with speech systems and animations by @honeyimholm !

Steffen Holm

@honeyimholm

1 year

I used @hwchase17 's @LangChainAI to build an agent powered livestream🤯🤯 You’re in control what AI Rick and Morty argue about - come see if you can break them out of the matrix!

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Guohao Li

@guohao_li

1 year

For more demos please refer to our project web: . Work done with @hammh0a @itanih0 @Obs01ete @BernardSGhanem @KaustVision @KAUST_News

CAMEL-AI

https://github.com/camel-ai/camel

www.camel-ai.org

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Guohao Li

@guohao_li

11 months

@ShunyuYao12 @princeton_nlp @karthik_r_n Thanks @ShunyuYao12 for sharing the great post! Indeed, there are a lot of challenges and opportunities in building an automated society. We at @CamelAIOrg are working towards this goal as well with emphasis on building agent communication:

GitHub - camel-ai/camel: 🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language...

🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language Model Society (NeruIPS'2023) https://www.camel-ai.org - camel-ai/camel

github.com

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Guohao Li

@guohao_li

2 years

Honored to be organizing this event with @guocheng_qian , Jesus Zarzar, @GiancolaSilvio , @alitabet , Matthias Müller, @fedassa and @BernardSGhanem !

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Guohao Li

@guohao_li

1 year

So many fun memories in Rwanda @iclr_conf 🤗

Kumail Alhamoud

@KumailAlhamoud

1 year

Had unforgettable conversations in @iclr_conf , including with researchers I look up to like @sarahookr , as well as new sources of inspiration like @Jeande_d and many others +had a surreal trip with some adventurous souls who joined me and @guohao_li on our hastily planned safari

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Guohao Li

@guohao_li

9 months

📢 Thank our core contributor @AlphonseChen010 . A role assignment agent was introduced into🐫CAME. Now you can generate roles for agents based on tasks!! 🌟

GitHub - camel-ai/camel: 🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language...

🐫 CAMEL: Communicative Agents for “Mind” Exploration of Large Language Model Society (NeruIPS'2023) https://www.camel-ai.org - camel-ai/camel

github.com

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Guohao Li

@guohao_li

1 year

Thanks @coffeephoenix 🐫 CAMEL is on !

Arjun Bansal

@coffeephoenix

1 year

Have found agents to be helpful in generative tasks but debugging / reliability are still key for production use cases. Just added CAMEL🐫 style agents to to help understand better what's going on under the hood. cc @guohao_li Wdyt

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Guohao Li

@guohao_li

10 months

@cyrusofeden @anneouyang @CamelAIOrg Our luck to have you @cyrusofeden ! PhD degree is never a necessity for doing great research. Hope the industry could give more opportunities to people who made different choices in education. BTW, many AI residency programs are great chances for doing AI research without a degree

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Guohao Li

@guohao_li

7 months

@yoheinakajima @babyAGI_ Hey @yoheinakajima . Isn’t this similar to our CAMEL idea back to March 2023? 🤣 An AI user and An AI assistant collaborating on doing tasks. Of course, now code interpreters make it easier.

Guohao Li

@guohao_li

1 year

Co-work with @itanih0 @hammh0a . We are so curious about how ChatGPT agents would interact with each other. Here comes our project CAMEL. Two agents, a gamer and a computer programmer, collaborate on creating a game: Github: Colab:

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