Research
Paper
Hugging Face Daily Papers3d ago
Tree-Aware Posterior Distillation for Long-Horizon Agentic Reinforcement Learning
PaperMarkTechPost7d ago
Alibaba Qwen Introduces QwenGyre: Elastic Reinforcement Learning RL for XLong-Horizon Agents
Paper
arXiv4d ago
Recursive Reward Improvement via Adversarial Meta-Prompt Evolution
PaperApple Machine Learning Research13d ago
RISED: Rubrics for Agentic Multi-Environment Selection and Self-Distillation
Paper
Hugging Face Daily Papers4d ago
Learning to Think and Explore in 3D World
Paper
Hugging Face Daily Papers4d ago
SCOPE: Semantic Bounded Credit Optimization for Prompt Engineering in Text-to-image Generation
Paper
Hugging Face Daily Papers4d ago
MLExpert: Towards a Generalist Agentic Model for Autonomous Machine Learning Engineering
Paper
Hugging Face Daily Papers4d ago
EVA-Cap: Optimizing Audiovisual Video Captioning via Event-Centric Alignment
Paper
Hugging Face Daily Papers5d ago
Player-1: Learning to Play from Synthetic Experience
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
Skill-Decoupled On-Policy Expert Distillation for Unified Vision-Language Models
Hugging Face Daily Papers6d ago
GroundGUI: GUI Grounding by High-Quality Data and Distillation-to-Reinforcement Learning
Hugging Face Daily Papers4d ago
Terminal-RSI: Recursive Self-Improving Terminal Agents via Recursive Self-Rewrite and Policy-Refine
Hugging Face Daily Papers4d ago
Waypoint-OPD: Transferring RL-Induced Policy Shifts via Gated On-Policy Distillation
Hugging Face Daily Papers6d ago
Agent-Reflex: Teaching Language Agents to Act Reflectively
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
Hugging Face Daily Papers5d ago
VASPO: Self-Distillation with Privileged Value Estimation
Hugging Face Daily Papers4d ago
MMSearch-OPD: Easy Made Hard, Hard Made Learnable for Long-Horizon Multimodal Search Agents
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
Hugging Face Daily Papers6d ago
ReTerm: Recovery Training for Self-Improving Terminal Agents
Hugging Face Daily Papers11d ago
DreamTrue: Action-Faithful Robot World Model with Counterfactual Post-Training
Hugging Face Daily Papers5d ago
From Failures to Learnable Worlds: Policy-Conditioned Environment Generation for Navigation Agents
Hugging Face Daily Papers6d ago
Many Right Answers, One Training Example: Removing Responder Noise from GRPO for LLM Recommenders
Hugging Face Daily Papers7d ago
Spectral-Driven Adaptive-Rank Optimizer for Large Language Model Reinforcement Learning with Verifiable Rewards
Hugging Face Daily Papers5d ago
SERO: Learning from Executable Oracle Continuations for Long-Horizon Agentic Reinforcement Learning
Hugging Face Daily Papers6d ago
Rubrics from the Task, Verdicts from Evidence: Pointwise Rubric Rewards with Tool-Augmented Judges
Hugging Face Daily Papers9d ago
KV4-RL: Unlocking Faster Asynchronous Rollouts for RLVR with INT4 KV Cache Quantization
Hugging Face Daily Papers11d ago
MiMo-V2.6: Scaling Reinforcement Learning Towards Self-Improvement
Hugging Face Daily Papers4d ago
Mosaic: Multi-Session Agentic Reinforcement Learning
Hugging Face Daily Papers13d ago
Self-Retrospection Distillation: Turning Post-hoc Experiences into Prior Foresight
Hugging Face Daily Papers6d ago
FlashVSR+: Efficient Video Super-Resolution via Hybrid Attention and Reward-Yield Distribution Matching
Hugging Face Daily Papers6d ago
Can an Agent Learn to Predict Its Own Failure? Outcome-Grounded Confidence Calibration in LLM Agents
Hugging Face Daily Papers4d ago
Learning Self-Orchestration in Decentralized Agent Swarms
Hugging Face Daily Papers7d ago
TPPO: Tracking-Value PPO For Language Model Reasoning
Hugging Face Daily Papers5d ago
SwarmRSI: Recursive Self-Improvement through Evolving Scientific Agent Swarm
Hugging Face Daily Papers6d ago
Enabling Token-wise Importance Sampling in Off-Policy RLVR with Proximal KL Regularization
Hugging Face Daily Papers5d ago
Long-Horizon RL Needs Muon
Hugging Face Daily Papers7d ago
Beyond Policy Rollouts: Embedding-Space Directional Exploration with Anchored Noise for LLM RLVR
Hugging Face Daily Papers6d ago
DeltaTTG: Training Multi-Turn Agents with a Token-to-Go Progress Meter
arXiv3d ago
TransNav: Transformer-Based End-to-End Navigation Method for Static and Dynamic Quadrotor Obstacle Avoidance
Hugging Face Daily Papers6d ago
Training LLMs for Multi-Agent Collaboration with Verifiable Information Rewards
Hugging Face Daily Papers11d ago
DiffusionART: Efficient, Stable and Scalable Reinforcement of Diffusion Models
Hugging Face Daily Papers5d ago
Diagnosing and Correcting Reward Hacking in Verifiable Instruction Following
arXiv3d ago
Agentic In-Context Learning: What Algorithms Can Transformers Learn in Closed-Loop Interaction?
Hugging Face Daily Papers5d ago
AgentSafeEvo: Adversarial Co-Evolution for LLM Agent Safety
Hugging Face Daily Papers7d ago
StartLux-Decision: AutoThink Decision Models with Reinforcement Learning for Calibrated Deliberative Decisions
arXiv5d ago