Finding Deep-Learning Compilation Bugs with NNSmith. - Jiawei Liu 004; Jinkun Lin; Fabian Ruffy; Cheng Tan 005; Jinyang Li 001; Aurojit Panda; Lingming Zhang 001 (CoRR, 2022)

Coverage-guided tensor compiler fuzzing with joint IR-pass mutation. - Jiawei Liu 004; Yuxiang Wei 003; Sen Yang; Yinlin Deng; Lingming Zhang 001 (Proc. ACM Program. Lang., 2022)

NNSmith: Generating Diverse and Valid Test Cases for Deep Learning Compilers. - Jiawei Liu 004; Jinkun Lin; Fabian Ruffy; Cheng Tan 005; Jinyang Li 001; Aurojit Panda; Lingming Zhang 001 (ASPLOS (2), 2023)

Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation. - Jiawei Liu 004; Chunqiu Steven Xia; Yuyao Wang; Lingming Zhang 001 (NeurIPS, 2023)

NeuRI: Diversifying DNN Generation via Inductive Rule Inference. - Jiawei Liu 004; Jinjun Peng; Yuyao Wang; Lingming Zhang 001 (ESEC/SIGSOFT FSE, 2023)

NPS: A Framework for Accurate Program Sampling Using Graph Neural Network. - Yuanwei Fang; Zihao Liu; Yanheng Lu; Jiawei Liu 004; Jiajie Li; Yi Jin; Jian Chen; Yen-Kuang Chen; Hongzhong Zheng; Yuan Xie 001 (CoRR, 2023)

White-box Compiler Fuzzing Empowered by Large Language Models. - Chenyuan Yang; Yinlin Deng; Runyu Lu; Jiayi Yao; Jiawei Liu 004; Reyhaneh Jabbarvand; Lingming Zhang 001 (CoRR, 2023)

Magicoder: Source Code Is All You Need. - Yuxiang Wei 003; Zhe Wang; Jiawei Liu 004; Yifeng Ding; Lingming Zhang 001 (CoRR, 2023)

mathcal XFT: Unlocking the Power of Code Instruction Tuning by Simply Merging Upcycled Mixture-of-Experts. - Yifeng Ding; Jiawei Liu 004; Yuxiang Wei 003; Lingming Zhang 001 (ACL (1), 2024)

Magicoder: Empowering Code Generation with OSS-Instruct. - Yuxiang Wei 003; Zhe Wang; Jiawei Liu 004; Yifeng Ding; Lingming Zhang 001 (ICML, 2024)

SelfCodeAlign: Self-Alignment for Code Generation. - Yuxiang Wei 003; Federico Cassano; Jiawei Liu 004; Yifeng Ding; Naman Jain; Zachary Mueller; Harm de Vries; Leandro von Werra; Arjun Guha; Lingming Zhang 001 (NeurIPS, 2024)

StarCoder 2 and The Stack v2: The Next Generation. - Anton Lozhkov; Raymond Li; Loubna Ben Allal; Federico Cassano; Joel Lamy-Poirier; Nouamane Tazi; Ao Tang; Dmytro Pykhtar; Jiawei Liu 004; Yuxiang Wei 003; Tianyang Liu 003; Max Tian; et al. (CoRR, 2024)

Emerging Platforms Meet Emerging LLMs: A Year-Long Journey of Top-Down Development. - Siyuan Feng; Jiawei Liu 004; Ruihang Lai; Charlie F. Ruan; Yong Yu 001; Lingming Zhang 001; Tianqi Chen 001 (CoRR, 2024)

XFT: Unlocking the Power of Code Instruction Tuning by Simply Merging Upcycled Mixture-of-Experts. - Yifeng Ding; Jiawei Liu 004; Yuxiang Wei 003; Terry Yue Zhuo; Lingming Zhang 001 (CoRR, 2024)

RepoQA: Evaluating Long Context Code Understanding. - Jiawei Liu 004; Jia Le Tian; Vijay Daita; Yuxiang Wei 003; Yifeng Ding; Yuhan Katherine Wang; Jun Yang; Lingming Zhang 001 (CoRR, 2024)

BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions. - Terry Yue Zhuo; Minh Chien Vu; Jenny Chim; Han Hu; Wenhao Yu 002; Ratnadira Widyasari; Imam Nur Bani Yusuf; Haolan Zhan; Junda He; Indraneil Paul; Simon Brunner; Chen Gong 005; et al. (CoRR, 2024)

Evaluating Language Models for Efficient Code Generation. - Jiawei Liu 004; Songrun Xie; Junhao Wang; Yuxiang Wei 003; Yifeng Ding; Lingming Zhang 001 (CoRR, 2024)

Learning Code Preference via Synthetic Evolution. - Jiawei Liu 004; Thanh Nguyen; Mingyue Shang; Hantian Ding; Xiaopeng Li 002; Yu Yu; Varun Kumar; Zijian Wang 002 (CoRR, 2024)

WhiteFox: White-Box Compiler Fuzzing Empowered by Large Language Models. - Chenyuan Yang; Yinlin Deng; Runyu Lu; Jiayi Yao; Jiawei Liu 004; Reyhaneh Jabbarvand; Lingming Zhang 001 (Proc. ACM Program. Lang., 2024)

Relax: Composable Abstractions for End-to-End Dynamic Machine Learning. - Ruihang Lai; Junru Shao; Siyuan Feng; Steven Lyubomirsky; Bohan Hou; Wuwei Lin; Zihao Ye 001; Hongyi Jin; Yuchen Jin; Jiawei Liu 004; Lesheng Jin; Yaxing Cai; et al. (ASPLOS (2), 2025)

Productively Deploying Emerging Models on Emerging Platforms: A Top-Down Approach for Testing and Debugging. - Siyuan Feng; Jiawei Liu 004; Ruihang Lai; Charlie Ruan; Yong Yu 001; Lingming Zhang 001; Tianqi Chen 001 (Proc. ACM Softw. Eng., 2025)

PurpCode: Reasoning for Safer Code Generation. - Jiawei Liu 004; Nirav Diwan; Zhe Wang; Haoyu Zhai; Xiaona Zhou; Kiet A. Nguyen; Tianjiao Yu; Muntasir Wahed; Yinlin Deng; Hadjer Benkraouda; Yuxiang Wei 003; Lingming Zhang 001; et al. (CoRR, 2025)