MARS: A Multi-Agent Framework Incorporating Socratic Guidance for Automated Prompt Optimization
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2503.16874
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44
programmer.ie
Papers I have written about on my blog.
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System Prompt Optimization with Meta-Learning
Paper • 2505.09666 • Published • 71 -
UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning
Paper • 2505.23380 • Published • 22 -
DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement Learning
Paper • 2505.23754 • Published • 15 -
Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence
Paper • 2505.20325 • Published • 46 -
Reward Reasoning Model
Paper • 2505.14674 • Published • 37 -
I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders
Paper • 2503.18878 • Published • 119 -
Pre-trained Large Language Models Learn Hidden Markov Models In-context
Paper • 2506.07298 • Published • 26 -
Give Me FP32 or Give Me Death? Challenges and Solutions for Reproducible Reasoning
Paper • 2506.09501 • Published • 19 -
Evolving Prompts In-Context: An Open-ended, Self-replicating Perspective
Paper • 2506.17930 • Published • 18 -
Dynamic Chunking for End-to-End Hierarchical Sequence Modeling
Paper • 2507.07955 • Published • 26 -
Self-Tuning: Instructing LLMs to Effectively Acquire New Knowledge through Self-Teaching
Paper • 2406.06326 • Published • 2 -
RL + Transformer = A General-Purpose Problem Solver
Paper • 2501.14176 • Published • 28 -
Enhancing Online Reinforcement Learning with Meta-Learned Objective from Offline Data
Paper • 2501.07346 • Published -
Filtering Learning Histories Enhances In-Context Reinforcement Learning
Paper • 2505.15143 • Published -
Can One Domain Help Others? A Data-Centric Study on Multi-Domain Reasoning via Reinforcement Learning
Paper • 2507.17512 • Published • 36 -
Promptomatix: An Automatic Prompt Optimization Framework for Large Language Models
Paper • 2507.14241 • Published • 17 -
Implicit Actor Critic Coupling via a Supervised Learning Framework for RLVR
Paper • 2509.02522 • Published • 25 -
VLA-Adapter: An Effective Paradigm for Tiny-Scale Vision-Language-Action Model
Paper • 2509.09372 • Published • 243 -
Reinforcement Learning on Pre-Training Data
Paper • 2509.19249 • Published • 67 -
VisPlay: Self-Evolving Vision-Language Models from Images
Paper • 2511.15661 • Published • 42