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upvoted 2 papers about 1 month ago

OdysseyArena: Benchmarking Large Language Models For Long-Horizon, Active and Inductive Interactions

Paper • 2602.05843 • Published Feb 5 • 59

Spark: Strategic Policy-Aware Exploration via Dynamic Branching for Long-Horizon Agentic Learning

Paper • 2601.20209 • Published Jan 28 • 23

upvoted a paper 3 months ago

Better, Stronger, Faster: Tackling the Trilemma in MLLM-based Segmentation with Simultaneous Textual Mask Prediction

Paper • 2512.00395 • Published Nov 29, 2025 • 2

upvoted a paper 7 months ago

Pandora's Box or Aladdin's Lamp: A Comprehensive Analysis Revealing the Role of RAG Noise in Large Language Models

Paper • 2408.13533 • Published Aug 24, 2024 • 1

upvoted a paper 10 months ago

Thought-Augmented Policy Optimization: Bridging External Guidance and Internal Capabilities

Paper • 2505.15692 • Published May 21, 2025 • 14

upvoted 2 papers about 1 year ago

DReSS: Data-driven Regularized Structured Streamlining for Large Language Models

Paper • 2501.17905 • Published Jan 29, 2025 • 2

Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4, 2025 • 23

upvoted a paper over 1 year ago

Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTS

Paper • 2411.18478 • Published Nov 27, 2024 • 37