[colin@world ~]$
whoami
[colin@world ~]$
cat interests.md
- My current research interests include:
- - Continual Learning: how to effectively and efficiently learn new knowledge and adapt to evolving environments
- - Physics of AI: how to use clean, controlled experiments to understand and describe AI better
[colin@world ~]$
cat ./pubs/*_selected*
-
[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]
-
[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]
-
[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]
-
[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]
-
[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/*
-
Amazon, Applied Scientist Intern, 2025.05 - 2025.08
- Agentic retrieval for coding tasks
-
Columbia University, Ph.D. student in Computer Science, 2023.09 - ?
- Advised by Professors Baishakhi Ray and Junfeng Yang.
-
Tsinghua University, B.E. in Computer Science, 2019 - 2023
-
Beijing National Day School, 2016 - 2019
- Where dreams begin.
[colin@world ~]$
cat talks.md
-
- [2026.02] Microsoft & GitHub Copilot Applied Science: Repo-Centric Learning (SWE-Spot)
[colin@world ~]$
cat services.md
-
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
- - [Always] My friends, mentors, and collaborators.
- Funding:
- - [2025] Capital One Fellow
- - [2024] Amazon Trusted AI Challenge ($250k)
- Compute:
- - [2024] NSF ACCESS Program
- - [2024] OpenAI Researcher Access Program