Xing Sun

Attend to the Active: Structure-Aware Dynamic Attention in LLMs for Compositional Instruction Following

PoLi-RL: A Point-to-List Reinforcement Learning Framework for Conditional Semantic Textual Similarity

Process-Level Trajectory Evaluation for Environment Configuration in Software Engineering Agents

VITA-E: A Dual-Model Framework for Real-Time, Interruptible, and Concurrent Human-Robot Interaction

Count Counts: Motivating Exploration in LLM Reasoning with Count-based Intrinsic Rewards

GraphRAG-Bench: Challenging Domain-specific Reasoning for Evaluating Graph Retrieval-Augmented Generation

FactGuard: Detecting Unanswerable Questions in Long-Context Texts for Reliable LLM Responses

RAR: Reversing Visual Attention Re-Sinking for Unlocking Potential in Multimodal Large Language Models

When should I search more: Adaptive Complex Query Optimization with Reinforcement Learning

ASPD: Unlocking Adaptive Serial-Parallel Decoding by Exploring Intrinsic Parallelism in LLMs

DeepOmni: Towards Seamless and Smart Speech Interaction with Adaptive Modality-Specific MoE

CUARewardBench: Benchmark for Evaluating Reward Models on Computer-using Agent Trajectories

HiChunk: Evaluating and Enhancing Retrieval-Augmented Generation with Hierarchical Chunking

Youtu-GraphRAG: Vertically Unified Agents for Graph Retrieval-Augmented Complex Reasoning

VITA-VLA: Efficiently Teaching Vision-Language Models to Act via Action Expert Distillation

Learn the Ropes, Then Trust the Wins: Self-imitation with Progressive Exploration for Agentic Reinforcement Learning

Improve LLM Pre-training with RL-Guided Annealing

CoDiEmb: A Collaborative yet Distinct Framework for Unified Representation Learning in Information Retrieval and Semantic Textual Similarity

TACO: Think-Answer Consistency for Optimized Long-Chain Reasoning and Efficient Data Learning via Reinforcement Learning in LVLMs

Training-Free Group Relative Policy Optimization

APTBench: Benchmarking Agentic Potential of Base LLMs During Pre-Training

RoRecomp: Enhancing Reasoning Efficiency via Rollout Response Recomposition in Reinforcement Learning

Dimensional Debiasing via Multi-Agent Correction

TransMLA: Migrating GQA Models to MLA with Full DeepSeek Compatibility and Speedup

VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction

Learning Interleaved Image-Text Comprehension in Vision-Language Large Models

FlexiReID: Adaptive Mixture of Expert for Multi-Modal Person Re-Identification

Zooming from Context to Cue: Hierarchical Preference Optimization for Multi-Image MLLMs

VITA-Audio: Fast Interleaved Audio-Text Token Generation for Efficient Large Speech-Language Model

RocketEval: Efficient automated LLM evaluation via grading checklist

Incentivizing Reasoning for Advanced Instruction-Following of Large Language Models

DS-VLM: Diffusion Supervision Vision Language Model

Tell Me What You Don't Know: Enhancing Refusal Capabilities of Role-Playing Agents via Representation Space Analysis and Editing

FlowAgent: a New Paradigm for Workflow Agent

Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM