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Hugging Face Daily Papers3d ago

Tree-Aware Posterior Distillation for Long-Horizon Agentic Reinforcement Learning

TransNav: Transformer-Based End-to-End Navigation Method for Static and Dynamic Quadrotor Obstacle Avoidance

Hugging Face Daily Papers4d ago

Learning to Think and Explore in 3D World

Hugging Face Daily Papers4d ago

SCOPE: Semantic Bounded Credit Optimization for Prompt Engineering in Text-to-image Generation

Hugging Face Daily Papers4d ago

MLExpert: Towards a Generalist Agentic Model for Autonomous Machine Learning Engineering

Hugging Face Daily Papers4d ago

EVA-Cap: Optimizing Audiovisual Video Captioning via Event-Centric Alignment

Hugging Face Daily Papers4d ago

Skill-Decoupled On-Policy Expert Distillation for Unified Vision-Language Models

Hugging Face Daily Papers4d ago

Terminal-RSI: Recursive Self-Improving Terminal Agents via Recursive Self-Rewrite and Policy-Refine

Hugging Face Daily Papers4d ago

Each Reward to Its Relevant Tokens: Reward-Specific Token-Level Credit Assignment for Multi-Reward RL

Hugging Face Daily Papers4d ago

MMSearch-OPD: Easy Made Hard, Hard Made Learnable for Long-Horizon Multimodal Search Agents

Agentic In-Context Learning: What Algorithms Can Transformers Learn in Closed-Loop Interaction?

Hugging Face Daily Papers4d ago

Waypoint-OPD: Transferring RL-Induced Policy Shifts via Gated On-Policy Distillation

A Stronger Teacher Within: Strengthening MoE Models via On-Policy Bidirectional Distillation

Process Reward Modeling with Reliability- and Conservatism-Aware Bayesian Belief

Hugging Face Daily Papers4d ago

Mosaic: Multi-Session Agentic Reinforcement Learning

Hugging Face Daily Papers4d ago

Learning Self-Orchestration in Decentralized Agent Swarms

Hugging Face Daily Papers5d ago

Player-1: Learning to Play from Synthetic Experience

Distill Until Divergence: Error-Truncated Hindsight Distillation for Agentic RL

Batched Contextual Reinforcement II: Does RLVR Need Long Rollout Windows?

Hugging Face Daily Papers5d ago

MAI-Gym: An Open All-in-One Platform for GUI Agent Evaluation and RL Training across Mobile and Computer Environments

Diverse Reasoning Paths Matter: Symbolic Equivalence Augmentation for Enhancing RL Exploration

Hugging Face Daily Papers5d ago

VASPO: Self-Distillation with Privileged Value Estimation

AlphaBet: Reinforcement Learning for LLM Event Forecasting Agents

Recursive Reward Improvement via Adversarial Meta-Prompt Evolution

Improving Environment-Agnostic Coding Agents: The Role of Scaffolding

Hugging Face Daily Papers5d ago

More Methods, Better Agents? A Reality Check on Self-Distillation in Agentic Reinforcement Learning

Hugging Face Daily Papers5d ago

ActionOPD: Distilling Decisions, Not Tokens

Router Drift Control: Mitigating Off-Policy Degradation in Mixture-of-Experts Reinforcement Learning

Hugging Face Daily Papers5d ago

SwarmRSI: Recursive Self-Improvement through Evolving Scientific Agent Swarm

Plans Are Not Executions: Adapting Frozen World-Model Planners to Controller-Induced Execution Shift

Hugging Face Daily Papers4d ago

Routing Policy Optimization for Online Diffusion Reinforcement Learning

Hugging Face Daily Papers6d ago

GroundGUI: GUI Grounding by High-Quality Data and Distillation-to-Reinforcement Learning

Reinforcement Learning-driven Diffusion Models: Language, Vision, and Beyond

Hugging Face Daily Papers5d ago

Long-Horizon RL Needs Muon

Enhancing Multimodal RLVR with Pairwise Token Contrast and Adaptive Trajectory Confidence

Hugging Face Daily Papers5d ago

From Failures to Learnable Worlds: Policy-Conditioned Environment Generation for Navigation Agents

Incentivizing Tool-Use Reinforcement Learning for Post-Arrival Emergency Care Prediction

Hugging Face Daily Papers5d ago

SERO: Learning from Executable Oracle Continuations for Long-Horizon Agentic Reinforcement Learning

Hugging Face Daily Papers4d ago

Athanor: An Agent-Native System for Autonomous Post-Training Research

Hugging Face Daily Papers5d ago

Doc2Harness: Benchmarking LLMs on Long-Horizon Harness Engineering of Coding Agents

Hugging Face Daily Papers5d ago

TIMERSI: Towards Self-Improved Agentic Deployment for Time-Series Foundation Models

CleanRM: Reward Modeling from Noisy Feedback with a Few Clean Feedback for RLHF

Policy-Aligned Predictive Verification for Adaptive VLA Action-Chunk Execution

What Should We Remove? Evaluating the Reliability and Costs of RLVR Data Decontamination

Ranking and Partitioning of Attention Heads for Sparse and Continual Reinforcement Learning Fine-tuning

Hugging Face Daily Papers6d ago

ReTerm: Recovery Training for Self-Improving Terminal Agents

Hugging Face Daily Papers6d ago

Agent-Reflex: Teaching Language Agents to Act Reflectively

Hugging Face Daily Papers5d ago

Diagnosing and Correcting Reward Hacking in Verifiable Instruction Following