Agent - Paper Without Code

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Boundless Socratic Learning with Language Games (a step toward AGI, maybe)

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December 29, 2024

Tom Schaul The paper “Boundless Socratic Learning with Language Games” by Tom Schaul offers a fascinating theoretical exploration of recursive…

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Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

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December 29, 2024

Huanjin Yao, Jiaxing Huang, Wenhao Wu, Jingyi Zhang, Yibo Wang, Shunyu Liu, Yingjie Wang, Yuxin Song, Haocheng Feng, Li Shen,…

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Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs (RAG for reasoning in agents)

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November 5, 2024

Liyi Chen, Panrong Tong, Zhongming Jin, Ying Sun, Jieping Ye, Hui Xiong The research paper “Plan-on-Graph: Self-Correcting Adaptive Planning of…

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Cognitive Architectures for Language Agents (How to use memory in reasoning)

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October 25, 2024

Theodore R. Sumers, Shunyu Yao, Karthik Narasimhan, Thomas L. Griffiths The paper “Cognitive Architectures for Language Agents” by Theodore R.…

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Agents Thinking Fast and Slow: A Talker-Reasoner Architecture

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October 16, 2024

Konstantina Christakopoulou, Shibl Mourad, Maja Matarić The paper “Agents Thinking Fast and Slow: A Talker-Reasoner Architecture” from Deepmind presents an…

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Gödel Agent: A Self-Referential Agent Framework for Recursive Self-Improvement (Code for a Gödel AutoML XGBoost)

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October 14, 2024

Xunjian Yin, Xinyi Wang, Liangming Pan, Xiaojun Wan, William Yang Wang The paper “GÖDEL AGENT: A SELF-REFERENTIAL FRAMEWORK FOR AGENTS…

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Agent-Oriented Planning in Multi-Agent Systems (build your perplexity pro agent)

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October 7, 2024

Ao Li, Yuexiang Xie, Songze Li, Fugee Tsung, Bolin Ding, Yaliang Li The paper “Agent-Oriented Planning in Multi-Agent Systems” introduces…

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Agent Workflow Memory

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September 16, 2024

Zora Zhiruo Wang, Jiayuan Mao, Daniel Fried, Graham Neubig The research paper explores a groundbreaking methodology, Agent Workflow Memory (AWM),…

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Self-Discover: Large Language Models Self-Compose Reasoning Structures

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September 9, 2024

Pei Zhou, Jay Pujara, Xiang Ren, Xinyun Chen, Heng-Tze Cheng, Quoc V. Le, Ed H. Chi, Denny Zhou, Swaroop Mishra,…

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STaR: Self-Taught Reasoner Bootstrapping Reasoning With Reasoning

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August 31, 2024

Eric Zelikman, Yuhuai Wu, Jesse Mu, Noah D. GoodmanThe official github repo is https://github.com/ezelikman/STaR The 2022 paper “STaR: Self-Taught Reasoner…