Ning Ding

SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning

FlowRL: Matching Reward Distributions for LLM Reasoning

Towards a Unified View of Large Language Model Post-Training

SCI-Verifier: Scientific Verifier with Thinking

How Far Can Unsupervised RLVR Scale LLM Training?

MARTI: A Framework for Multi-Agent LLM Systems Reinforced Training and Inference

From f(x) and g(x) to f(g(x)): LLMs Learn New Skills in RL by Composing Old Ones

LFQA-E: Carefully Benchmarking Long-form QA Evaluation

SSRL: Self-Search Reinforcement Learning

Process Reinforcement through Implicit Rewards

PhysicsMinions: Winning Gold Medals in the Latest Physics Olympiads with a Coevolutionary Multimodal Multi-Agent System

HiPhO: How Far Are (M)LLMs from Humans in the Latest High School Physics Olympiad Benchmark?

RLPR: Extrapolating RLVR to General Domains without Verifiers

The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Inference-Time Alignment Control for Diffusion Models with Reinforcement Learning Guidance

Self-Reflective Reinforcement Learning for Diffusion-based Image Reasoning Generation

The Overthinker's DIET: Cutting Token Calories with DIfficulty-AwarE Training

AIR: A Systematic Analysis of Annotations, Instructions, and Response Pairs in Preference Dataset

TTRL: Test-Time Reinforcement Learning

MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding

Advancing LLM Reasoning Generalists with Preference Trees

Learning to Focus: Causal Attention Distillation via Gradient‐Guided Token Pruning

ToEdit: How to Synthesize Text Data to Avoid Model Collapse?

OpenPRM: Building Open-domain Process-based Reward Models with Preference Trees

DePass: Unified Feature Attributing by Simple Decomposed Forward Pass

Free Process Rewards without Process Labels

How to Synthesize Text Data without Model Collapse?

Fourier Position Embedding: Enhancing Attention’s Periodic Extension for Length Generalization

Fast and Slow Generating: An Empirical Study on Large and Small Language Models Collaborative Decoding

Improving Zero-Shot Generalization of Instruction Tuning by Data Arrangement

CALF: Benchmarking Evaluation of LFQA Using Chinese Examinations