BS
Beijun Shen
cs.SEcs.AIcs.CLcs.PL
On Valency
published · living versionsW_fppdawyn·v1 · currentpublished
Reasoning Patterns for Efficient AI Coding: An Empirical Study
with Zhe Yin, Yuling Shi, Xiaodong Gu
1 version
Preprints & journals
29 papers in the corpus · 2021–2026Translator vs. Challenger: Adversarial Agentic Learning for C-to-Rust Translation2609.15381v1 · Chaofan Wang, Xiaodong Gu, Yuling Shi et al.2026 · 0 citationsarXiv
DeepRepoQA: Code Repository Question Answering with Deep Agent Exploration2608.24221v1 · Weihan Peng, Yuling Shi, Yingwei Ma et al.2026 · 0 citationsarXiv
ParaTempo: Efficient Parallel Reasoning via Temporal Confidence2608.16425v1 · Xuteng Zhang, Wenhao Zeng, Xiaodong Gu et al.2026 · 0 citationsarXiv
Know Before Fix: QA-Driven Repository Knowledge Acquisition for Software Issue Resolution2607.11111v1 · Haotian Lin, Silin Chen, Xiaodong Gu et al.2026 · 0 citationsarXiv
Rethinking Code Complexity Through the Lens of Large Language Models2602.07882v2 · Chen Xie, Xiaodong Gu, Yuling Shi et al.2026 · 0 citationsarXiv
Test vs Mutant: Adversarial LLM Agents for Robust Unit Test Generation2602.08146v3 · Pengyu Chang, Yixiong Fang, Silin Chen et al.2026 · 0 citationsarXiv
GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts2601.05110v3 · Wenhao Zeng, Xuteng Zhang, Yuling Shi et al.2026 · 0 citationsarXiv
CatchAll: Repository-Aware Exception Handling with Knowledge-Guided LLMs2601.01271v1 · Qingxiao Tao, Xiaodong Gu, Hao Zhong et al.2026 · 0 citationsarXiv
In Line with Context: Repository-Level Code Generation via Context Inlining2601.00376v3 · Chao Hu, Wenhao Zeng, Yuling Shi et al.2026 · 1 citationarXiv
Neuron-Guided Interpretation of Code LLMs: Where, Why, and How?2512.19980v2 · Zhe Yin, Xiaodong Gu, Beijun Shen2025 · 2 citationsarXiv
Beyond Language Boundaries: Uncovering Programming Language Families for Code Language Models2512.19509v1 · Shangbo Yun, Xiaodong Gu, Jianghong Huang et al.2025 · 0 citationsarXiv
LongCodeZip: Compress Long Context for Code Language Models2510.00446v1 · Yuling Shi, Yichun Qian, Hongyu Zhang et al.2025 · 6 citationsarXiv
SWE-QA: Can Language Models Answer Repository-level Code Questions?2509.14635v2 · Weihan Peng, Yuling Shi, Yuhang Wang et al.2025 · 2 citationsarXiv
ALT4Decompile: Inferring C-aligned Abstract Loop Tree for LLM-Based Binary Decompilation2509.14646v2 · Yongpan Wang, Puzhuo Liu, Xin Xu et al.2025 · 1 citationarXiv
Transplant Then Regenerate: A New Paradigm for Text Data Augmentation2508.14723v3 · Guangzhan Wang, Hongyu Zhang, Beijun Shen et al.2025 · 0 citationsarXiv
EvoC2Rust: A Skeleton-guided Framework for Project-Level C-to-Rust Translation2508.04295v4 · Chaofan Wang, Tingrui Yu, Beijun Shen et al.2025 · 5 citationsarXiv
Anti-adversarial Learning: Desensitizing Prompts for Large Language Models2505.01273v2 · Xuan Li, Zhe Yin, Xiaodong Gu et al.2025 · 0 citationsarXiv
APIRAT: Integrating Multi-source API Knowledge for Enhanced Code Translation with LLMs2504.14852v1 · Chaofan Wang, Guanjie Qiu, Xiaodong Gu et al.2025 · 1 citationarXiv
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs2504.15080v1 · Chen Xie, Mingsheng Jiao, Xiaodong Gu et al.2025 · 2 citationsarXiv
Just-In-Time Software Defect Prediction via Bi-modal Change Representation Learning2410.12107v1 · Yuze Jiang, Beijun Shen, Xiaodong Gu2024 · 12 citationsarXiv
Unraveling the Potential of Large Language Models in Code Translation: How Far Are We?2410.09812v1 · Qingxiao Tao, Tingrui Yu, Xiaodong Gu et al.2024 · 13 citationsarXiv
Zero-Shot Code Representation Learning via Prompt Tuning2404.08947v1 · Nan Cui, Xiaodong Gu, Beijun Shen2024 · 0 citationsarXiv
On the Evaluation of Neural Code Translation: Taxonomy and Benchmark2308.08961v1 · Mingsheng Jiao, Tingrui Yu, Xuan Li et al.2023 · 19 citationsarXiv
InfeRE: Step-by-Step Regex Generation via Chain of Inference2308.04041v1 · Shuai Zhang, Xiaodong Gu, Yuting Chen et al.2023 · 11 citationsarXiv
Diet Code Is Healthy: Simplifying Programs for Pre-trained Models of Code2206.14390v5 · Zhaowei Zhang, Hongyu Zhang, Beijun Shen et al.2022 · 41 citationsarXiv
Zero-Shot Program Representation Learning2204.08360v1 · Nan Cui, Yuze Jiang, Xiaodong Gu et al.2022 · 6 citationsarXiv
Cross-Domain Deep Code Search with Meta Learning2201.00150v6 · Yitian Chai, Hongyu Zhang, Beijun Shen et al.2022 · 45 citationsarXiv
An Empirical Study on Tensor Shape Faults in Deep Learning Systems2106.02887v1 · Dangwei Wu, Beijun Shen, Yuting Chen2021 · 2 citationsarXiv
Locating Faulty Methods with a Mixed RNN and Attention Model2103.10675v1 · Shouliang Yang, Junming Cao, Hushuang Zeng et al.2021 · 14 citationsarXiv
Career total: 152 works. 29 are in this corpus.
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