Progressive Supernet Training for Efficient Visual Autoregressive Modeling

Xiaoyue Chen, Yuling Shi, Kaiyuan Li +5

From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging

Yuling Shi, Songsong Wang, Chengcheng Wan +2

SWE-Exp: Experience-Driven Software Issue Resolution

Silin Chen, Shaoxin Lin, Yuling Shi +8

CodeOCR: On the Effectiveness of Vision Language Models in Code Understanding

Yuling Shi, Chaoxiang Xie, Zhensu Sun +7

EvoC2Rust: A Skeleton-guided Framework for Project-Level C-to-Rust Translation

Chaofan Wang, Tingrui Yu, Beijun Shen +6

Reward-Decomposed Reinforcement Learning for Immersive Video Role-Playing

Miao Wang, Yuling Shi, Yijiang Li +8

HEART-Bench: Do LLM Agents Exhibit Human-like Psychology?

Weihan Peng, Chenxu Zhang, Qianao Wang +7

Can Representation Gaps Be the Key to Enhancing Robustness in Graph-Text Alignment?

Heng Zhang, Tianyi Zhang, Yuling Shi +6

SWE-Pruner Pro: The Coder LLM Already Knows What to Prune

Yuhang Wang, Yuling Shi, Shaoqiu Zhang +6

SWE-Pruner: Self-Adaptive Context Pruning for Coding Agents

Yuhang Wang, Yuling Shi, Mo Yang +7

ShredBench: Evaluating the Semantic Reasoning Capabilities of Multimodal LLMs in Document Reconstruction

Zichun Guo, Yuling Shi, Wenhao Zeng +6

Test vs Mutant: Adversarial LLM Agents for Robust Unit Test Generation

Pengyu Chang, Yixiong Fang, Silin Chen +3

In Line with Context: Repository-Level Code Generation via Context Inlining

Chao Hu, Wenhao Zeng, Yuling Shi +2

Analyzing the Mechanism of Attention Collapse in VGGT from a Dynamics Perspective

Huan Li, Longjun Luo, Yuling Shi +1

SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution

Han Li, Yuling Shi, Shaoxin Lin +6

Between Lines of Code: Unraveling the Distinct Patterns of Machine and Human Programmers

Yuling Shi, Hongyu Zhang, Chengcheng Wan +1

ClassEval-Pro: A Cross-Domain Benchmark for Class-Level Code Generation

Yeheng Chen, Chaoxiang Xie, Yuling Shi +4

LLM Agents Can See Code Repositories

Dongjian Ma, Silin Chen, Yufei Yang +3

Know Before Fix: QA-Driven Repository Knowledge Acquisition for Software Issue Resolution

Haotian Lin, Silin Chen, Xiaodong Gu +8

The paper introduces ACQUIRE, a QA-driven framework that lets a language model ask targeted questions about a code repository to acquire explicit knowledge before generating patche…

Code Is More Than Text: Uncertainty Estimation for Code Generation

Yuling Shi, Caiqi Zhang, Yuexian Li +4

Dockerless: Environment-Free Program Verifier for Coding Agents

Wenhao Zeng, Yuling Shi, Xiaodong Gu +10

SWE-Explore: Benchmarking How Coding Agents Explore Repositories

Shaoqiu Zhang, Yuhang Wang, Jialiang Liang +8

Robust Preference Alignment via Directional Neighborhood Consensus

Ruochen Mao, Yuling Shi, Xiaodong Gu +1

Are Performance-Optimization Benchmarks Reliably Measuring Coding Agents?

Zhi Chen, Zhensu Sun, Yuling Shi +2

The paper audits three repository-level performance‑optimization benchmarks (GSO, SWE‑Perf, SWE‑efficiency) to assess how reliably they measure coding agents, revealing issues with…

GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts

Wenhao Zeng, Xuteng Zhang, Yuling Shi +4

LongCodeZip: Compress Long Context for Code Language Models

Yuling Shi, Yichun Qian, Hongyu Zhang +2

DLLM-Searcher: Adapting Diffusion Large Language Model for Search Agents

Jiahao Zhao, Shaoxuan Xu, Zhongxiang Sun +6

GraphTracer: Graph-Guided Failure Tracing in LLM Agents for Robust Multi-Turn Deep Search

Heng Zhang, Yuling Shi, Xiaodong Gu +5

HyperAgent: Leveraging Hypergraphs for Topology Optimization in Multi-Agent Communication

Heng Zhang, Yuling Shi, Xiaodong Gu +5

H4G: Unlocking Faithful Inference for Zero-Shot Graph Learning in Hyperbolic Space

Heng Zhang, Tianyi Zhang, Zijun Liu +6

SWE-QA: Can Language Models Answer Repository-level Code Questions?

Weihan Peng, Yuling Shi, Yuhang Wang +3

D3MAS: Decompose, Deduce, and Distribute for Enhanced Knowledge Sharing in Multi-Agent Systems

Heng Zhang, Yuling Shi, Xiaodong Gu +5

Mirror-Fusion Attention for Reflection-Aware Self-Supervised Representation Learning

Ruixin Li, Jin Liu, Yuling Shi +1

Rethinking the Value of Agent-Generated Tests for LLM-Based Software Engineering Agents

Zhi Chen, Zhensu Sun, Yuling Shi +4

Pruning the Unsurprising: Efficient LLM Reasoning via First-Token Surprisal

Wenhao Zeng, Yaoning Wang, Chao Hu +4

EffiSkill: Agent Skill Based Automated Code Efficiency Optimization

Zimu Wang, Yuling Shi, Mengfan Li +4

Empowering LLMs with Structural Role Inference for Zero-Shot Graph Learning

Heng Zhang, Jing Liu, Jiajun Wu +8

GraphShaper: Geometry-aware Alignment for Improving Transfer Learning in Text-Attributed Graphs

Heng Zhang, Tianyi Zhang, Yuling Shi +6

AttentionRAG: Attention-Guided Context Pruning in Retrieval-Augmented Generation

Yixiong Fang, Tianran Sun, Yuling Shi +1

FastContext: Training Efficient Repository Explorer for Coding Agents

Shaoqiu Zhang, Maoquan Wang, Yuling Shi +12

BadDLM: Backdooring Diffusion Language Models with Diverse Targets

Shengfang Zhai, Xiaoyang Ji, Yuling Shi +6

Rethinking Code Complexity Through the Lens of Large Language Models

Chen Xie, Xiaodong Gu, Yuling Shi +1

GraphGeo: Multi-Agent Debate Framework for Visual Geo-localization with Heterogeneous Graph Neural Networks

Heng Zheng, Yuling Shi, Xiaodong Gu +6

A Morley-Wang-Xu element method for a fourth order elliptic singular perturbation problem

Xuehai Huang, Yuling Shi, Wenqing Wang

LastingBench: Defend Benchmarks Against Knowledge Leakage

Yixiong Fang, Tianran Sun, Yuling Shi +2

Fed-SE: Federated Self-Evolution for Privacy-Constrained Multi-Environment LLM Agents

Xiang Chen, Yuling Shi, Qizhen Lan +4

Attention as a Compass: Efficient Exploration for Process-Supervised RL in Reasoning Models

Runze Liu, Jiakang Wang, Yuling Shi +11

Reasoning in Trees: Improving Retrieval-Augmented Generation for Multi-Hop Question Answering

Yuling Shi, Maolin Sun, Zijun Liu +4