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upvoted a paper about 11 hours ago

What Does Multi-Turn Reinforcement Learning Really Improve in LLM Agents?

Paper • 2611.06483 • Published 1 day ago • 30

upvoted a paper 16 days ago

SpecMRL: Redesign Matryoshka Representation Learning within Parametric Spectrum

Paper • 2610.26824 • Published 18 days ago • 33

upvoted 3 papers 3 months ago

SFT Conflicts, RL Coexists: A Theoretical and Empirical Analysis of Multi-Task Learning for LLMs

Paper • 2608.03573 • Published Aug 6 • 56

Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning

Paper • 2608.03571 • Published Aug 6 • 42

The Physics of Multi-Turn Long-Horizon Planning: From Pre-training to Post-training via Single- and Multi-Teacher On-Policy Agentic Distillation

Paper • 2607.24720 • Published Jul 27 • 26

upvoted a paper 5 months ago

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

Paper • 2606.12191 • Published Jun 10 • 72

upvoted a paper about 1 year ago

Omni-Reward: Towards Generalist Omni-Modal Reward Modeling with Free-Form Preferences

Paper • 2510.23451 • Published Oct 27, 2025 • 28

upvoted 2 papers over 1 year ago

Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis

Paper • 2506.04142 • Published Jun 4, 2025 • 28

MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos

Paper • 2506.04141 • Published Jun 4, 2025 • 31