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Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs (toward a better DeepSeek R1)

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February 3, 2025

Yue Wang, Qiuzhi Liu, Jiahao Xu, Tian Liang, Xingyu Chen, Zhiwei He, Linfeng Song, Dian Yu, Juntao Li, Zhuosheng Zhang,…

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In-context Continual Learning Assisted by an External Continual Learner (No more RAG!)

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December 30, 2024

Saleh Momeni, Sahisnu Mazumder, Zixuan Ke, Bing Liu The paper, “In-context Continual Learning Assisted by an External Continual Learner,” introduces…

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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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Thinking LLMs: General Instruction Following with Thought Generation (System 2 on CoT)

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November 9, 2024

Tianhao Wu, Janice Lan, Weizhe Yuan, Jiantao Jiao, Jason Weston, Sainbayar Sukhbaatar The research paper “THINKING LLMs: GENERAL INSTRUCTION FOLLOWING…

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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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Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers (AI for 3-body problem)

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October 22, 2024

Alberto Alfarano, François Charton, Amaury Hayat The paper “Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers”…

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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…