[colin@world ~]$ whoami
  1. Jinjun Peng

  2. 🎓 Ph.D. student in Computer Science, Columbia University
  3. 💻 Interested in AI/Machine Learning
  4. 🌟 GitHub | 📮 mail@co1in.me
[colin@world ~]$ cat interests.md
  1. My current research interests include:
  2. - Continual Learning: how to effectively and efficiently learn new knowledge and adapt to evolving environments
  3. - Physics of AI: how to use clean, controlled experiments to understand and describe AI better
[colin@world ~]$ cat ./pubs/*_selected*
  1. [arXiv] SWE-Spot: Building Small Repo-Experts with Repository-Centric Learning
    Jinjun Peng*, Magnus Saebo*, Tianjun Zhong, Yi-Jie Cheng, Junfeng Yang, Baishakhi Ray, Simin Chen, Yangruibo Ding
    [arXiv:2601.21649] [blog]
  2. [LLM4Code '25] CWEval: Outcome-driven Evaluation on Functionality and Security of LLM Code Generation
    Jinjun Peng, Leyi Cui, Kele Huang, Junfeng Yang, Baishakhi Ray
    [arXiv:2501.08200] [code]
  3. [NeurIPS '24] SemCoder: Training Code Language Models with Comprehensive Semantics Reasoning
    Yangruibo Ding, Jinjun Peng, Marcus J Min, Gail Kaiser, Junfeng Yang, Baishakhi Ray
    [arXiv:2406.01006] [code]
  4. [ESEC/FSE '23 Distinguished Paper] NeuRI: Diversifying DNN Generation via Inductive Rule Inference
    Jiawei Liu, Jinjun Peng, Yuyao Wang, and Lingming Zhang
    [arXiv:2302.02261] [code 0] [code 1]
  5. [OOPSLA '24] Quarl: A Learning-Based Quantum Circuit Optimizer
    Zikun Li, Jinjun Peng, Yixuan Mei, Sina Lin, Yi Wu, Oded Padon, Zhihao Jia
    [arXiv:2307.10120] [code]
[colin@world ~]$ cat ./exps/*
  1. Amazon, Applied Scientist Intern, 2025.05 - 2025.08
    - Agentic retrieval for coding tasks
  2. Columbia University, Ph.D. student in Computer Science, 2023.09 - ?
    - Advised by Professors Baishakhi Ray and Junfeng Yang.
  3. Tsinghua University, B.E. in Computer Science, 2019 - 2023
  4. Beijing National Day School, 2016 - 2019
    - Where dreams begin.
[colin@world ~]$ cat talks.md
  1. - [2026.02] Microsoft & GitHub Copilot Applied Science: Repo-Centric Learning (SWE-Spot)
[colin@world ~]$ cat services.md
  1. Program Committee/Reviewer
    - ICLR ['26], ICML ['26] (silver), NeurIPS ['26]
    - DL4C @ NeurIPS ['25], ASE NIER '25
    - TSE ['25], TOSEM ['25], TKDD ['25], Journal of Big Data ['25]
[colin@world ~]$ cat ack.md
  1. - [Always] My friends, mentors, and collaborators.
  2. Funding:
  3. - [2025] Capital One Fellow
  4. - [2024] Amazon Trusted AI Challenge ($250k)
  5. Compute:
  6. - [2024] NSF ACCESS Program
  7. - [2024] OpenAI Researcher Access Program
[colin@world ~]$ curl slow-science.org
[colin@world ~]$ curl ./I-love-roadtrips 🚙