Dongmei Zhang

Pretrain Value, Not Reward: Decoupled Value Policy Optimization

DoVer: Intervention-Driven Auto Debugging for LLM Multi-Agent Systems

RePrompt: Reasoning-Augmented Reprompting for Text-to-Image Generation via Reinforcement Learning

Text2Grad: Reinforcement Learning from Natural Language Feedback

SuperRL: Reinforcement Learning with Supervision to Boost Language Model Reasoning

Test Time Training for Supervised Causal Learning

WarriorMath: Empowering Mathematical Reasoning for Large Language Models via Expert Battles

Towards Reliable Transferability of Targeted Adversarial Attacks against Model Discrepancy

Fortune: Formula-Driven Reinforcement Learning for Symbolic Table Reasoning in Language Models

Camouflage Patching: Effective Jailbreak Attacks on Single- and Multimodal LLMs

Memory-Augmented Personalized Retrieval for Long-Context Egocentric Video

GUI-360° : A Comprehensive Dataset and Benchmark for Computer-Using Agents

Learning to Refine: Self-Refinement of Parallel Reasoning in LLMs

G-KV: Decoding-Time KV Cache Eviction with Global Attention

Duet: Joint Exploration of User–Item Profiles

VEM: Environment-Free Exploration for Training GUI Agent with Value Environment Model

Bingo: Boosting Efficient Reasoning of LLMs via Dynamic and Significance-based Reinforcement Learning

Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones?

WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct

Consensus-Robust Transfer Attacks via Parameter and Representation Perturbations

GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents

OpenRCA: Can Large Language Models Locate the Root Cause of Software Failures?

RuAG: Learned-rule-augmented Generation for Large Language Models

SELF-EVOLVED REWARD LEARNING FOR LLMS

Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation

Test-Time Learning of Causal Structure from Interventional Data

Zoomer: Enhancing MLLM Performance with Adaptive Image Focus Optimization