Tag: reinforcement
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		Hacker News: Reflection – AlphaGo / Gemini team building superintelligent coding agentsSource URL: https://www.reflection.ai/superintelligence/ Source: Hacker News Title: Reflection – AlphaGo / Gemini team building superintelligent coding agents Feedly Summary: Comments AI Summary and Description: Yes Summary: The text describes Reflection, an AI company focused on developing superintelligent autonomous systems, emphasizing their historical foundations in reinforcement learning and large language models. Their strategy revolves around creating… 
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		Hacker News: Ladder: Self-Improving LLMs Through Recursive Problem DecompositionSource URL: https://arxiv.org/abs/2503.00735 Source: Hacker News Title: Ladder: Self-Improving LLMs Through Recursive Problem Decomposition Feedly Summary: Comments AI Summary and Description: Yes Summary: The paper introduces LADDER, a novel framework for enhancing the problem-solving capabilities of Large Language Models (LLMs) through a self-guided learning approach. By recursively generating simpler problem variants, LADDER enables models to… 
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		Hacker News: Differentiable Logic Cellular AutomataSource URL: https://google-research.github.io/self-organising-systems/difflogic-ca/?hn Source: Hacker News Title: Differentiable Logic Cellular Automata Feedly Summary: Comments AI Summary and Description: Yes Summary: This text discusses a novel approach integrating Neural Cellular Automata (NCA) with Deep Differentiable Logic Networks (DLGNs) to create a hybrid model called DiffLogic CA. This model aims to learn local rules within cellular automata… 
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		Hacker News: Using GRPO to Beat o1, o3-mini and R1 at "Temporal Clue"Source URL: https://openpipe.ai/blog/using-grpo-to-beat-o1-o3-mini-and-r1-on-temporal-clue Source: Hacker News Title: Using GRPO to Beat o1, o3-mini and R1 at "Temporal Clue" Feedly Summary: Comments AI Summary and Description: Yes Short Summary with Insight: The provided text explores the application of reinforcement learning to enhance the deductive reasoning capabilities of smaller, open-weight models in AI. Specifically, it focuses on… 
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		Hacker News: QwQ-32B: Embracing the Power of Reinforcement LearningSource URL: https://qwenlm.github.io/blog/qwq-32b/ Source: Hacker News Title: QwQ-32B: Embracing the Power of Reinforcement Learning Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the advancements in Reinforcement Learning (RL) as applied to large language models, particularly highlighting the launch of the QwQ-32B model. It emphasizes the model’s performance enhancements through RL and…