Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions
Paper • 2606.09076 • Published • 47
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upvoted a paper about 11 hours ago
Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions upvoted a paper about 11 hours ago
Redesign Mixture-of-Experts Routers with Manifold Power IterationOrganizations
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upvoted 11
papers about 11 hours ago
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application
Paper • 2606.12191 • Published • 55
Redesign Mixture-of-Experts Routers with Manifold Power Iteration
Paper • 2606.12397 • Published • 74
EvoTrainer: Co-Evolving LLM Policies and Training Harnesses for Autonomous Agentic Reinforcement Learning
Paper • 2606.03108 • Published • 9
Verifiable Environments Are LEGO Bricks: Recursive Composition for Reasoning Generalization
Paper • 2606.12373 • Published • 6
Embodied-R1.5: Evolving Physical Intelligence via Embodied Foundation Models
Paper • 2606.11324 • Published • 6
Breaking Entropy Bounds: Accelerating RL Training via MTP with Rejection Sampling
Paper • 2606.12370 • Published • 15
ICA Lens: Interpreting Language Models Without Training Another Dictionary
Paper • 2606.11722 • Published • 14
Reason, Then Re-reason: Cross-view Revisiting Improves Spatial Reasoning
Paper • 2606.11683 • Published • 27
DeNovoSWE: Scaling Long-Horizon Environments for Generating Entire Repositories from Scratch
Paper • 2606.10728 • Published • 27
TRL-Bench: Standardizing Cross-Paradigm Representation-Level Evaluation of Tabular Encoders
Paper • 2606.09323 • Published • 45
upvoted a paper 4 months ago