2026

1. FrontierCS: Evolving Challenges for Evolving Intelligence · ICML’2026 · paper · code · slides · website

   Qiuyang Mang*, Wenhao Chai*, Zhifei Li*, Huanzhi Mao*, Shang Zhou*, Alexander Du*, Hanchen Li*, Shu Liu*, and 48 more authors, Joseph E. Gonzalez, Jingbo Shang, and Alvin Cheung
2. Automated Discovery of Test Oracles for Database Management Systems Using LLMs · SIGMOD’2026 · paper · code · slides

   Qiuyang Mang, Runyuan He, Suyang Zhong, Xiaoxuan Liu, Huanchen Zhang, and Alvin Cheung
3. SVG-EAR: Parameter-Free Linear Compensation for Sparse Video Generation via Error-aware Routing · ECCV’2026 · paper · code

   Xuanyi Zhou*, Qiuyang Mang*, Shuo Yang, Haocheng Xi, Jintao Zhang, Huanzhi Mao, Joseph E. Gonzalez, Kurt Keutzer, Ion Stoica, and Alvin Cheung
4. Nearly Optimal Internal Dictionary Matching · ESA’2026 · paper

   Jingbang Chen*, Jiangqi Dai*, Qiuyang Mang*, Qingyu Shi*, and Tingqiang Xu*
5. PLOP: Cost-Based Placement of Semantic Operators in Hybrid Query Plans · Preprint, 2026 · paper

   Qiuyang Mang*, Yufan Xiang*, Hangrui Zhou, Runyuan He, Jiaxiang Yu, Hanchen Li, Aditya Parameswaran, and Alvin Cheung
6. FrontierSmith: Synthesizing Open-Ended Coding Problems at Scale · Preprint, 2026 · paper · code · slides · talk · blog

   Runyuan He*, Qiuyang Mang*, Shang Zhou, Kaiyuan Liu, Hanchen Li, Huanzhi Mao, Qizheng Zhang, Zerui Li, Bo Peng, Lufeng Cheng, Tianfu Fu, Yichuan Wang, Wenhao Chai, Jingbo Shang, Alex Dimakis, Joseph E. Gonzalez, and Alvin Cheung
7. Continuum: Efficient and Robust Multi-Turn LLM Agent Scheduling with KV Cache Time-to-Live · ICLR’2026 Workshop · paper · code

   ICLR 2026 Workshop on Lifelong Agents: Learning, Aligning, Evolving

   Hanchen Li, Runyuan He, Qiuyang Mang, Qizheng Zhang, Huanzhi Mao, Xiaokun Chen, Alvin Cheung, Joseph Gonzalez, and Ion Stoica
8. Agents’ Last Exam · Preprint, 2026 · paper

   Agents’ Last Exam Team (including Qiuyang Mang)
9. DeployBench: Benchmarking LLM Agents for Research Artifact Deployment · Preprint, 2026 · paper · code

   Yuanli Wang, Yaoyao Qian, Yue Zhang, Hanhan Zhou, Jindan Huang, Tianfu Fu, Qiuyang Mang, Huanzhi Mao, Wenhao Chai, Wendong Fan, and Liqiang Jing
10. OpenDeepThink: Parallel Reasoning via Bradley–Terry Aggregation · Preprint, 2026 · paper

    Shang Zhou, Wenhao Chai, Kaiyuan Liu, Huanzhi Mao, Qiuyang Mang, and Jingbo Shang
11. Do Androids Dream of Breaking the Game? Systematically Auditing AI Agent Benchmarks with BenchJack · Preprint, 2026 · paper

    Hao Wang, Hanchen Li, Qiuyang Mang, Alvin Cheung, Koushik Sen, and Dawn Song
12. Combee: Scaling Prompt Learning for Self-Improving Language Model Agents · COLM’2026 · paper

    Hanchen Li, Runyuan He, Qizheng Zhang, Changxiu Ji, Qiuyang Mang, Xiaokun Chen, Lakshya A Agrawal, Wei-Liang Liao, Eric Yang, Alvin Cheung, James Zou, Kunle Olukotun, Ion Stoica, and Joseph E. Gonzalez
13. EvoX: Meta-Evolution for Automated Discovery · COLM’2026 · paper

    Shu Liu, Shubham Agarwal, Monishwaran Maheswaran, Mert Cemri, Zhifei Li, Qiuyang Mang, Ashwin Naren, Ethan Boneh, Audrey Cheng, Melissa Z. Pan, Alexander Du, Kurt Keutzer, Alvin Cheung, Alexandros G. Dimakis, Koushik Sen, Matei Zaharia, and Ion Stoica
14. AdaEvolve: Adaptive LLM Driven Zeroth-Order Optimization · Preprint, 2026 · paper

    Mert Cemri, Shubham Agrawal, Akshat Gupta, Shu Liu, Audrey Cheng, Qiuyang Mang, Ashwin Naren, Lutfi Eren Erdogan, Koushik Sen, Matei Zaharia, Alex Dimakis, and Ion Stoica
15. AutoCode: LLMs as Problem Setters for Competitive Programming · ICLR’2026 · paper

    Shang Zhou, Zihan Zheng, Kaiyuan Liu, Zeyu Shen, Zerui Cheng, Zexing Chen, Hansen He, Jianzhu Yao, Huanzhi Mao, Qiuyang Mang, Tianfu Fu, Beichen Li, Dongruixuan Li, Wenhao Chai, Zhuang Liu, Aleksandra Korolova, Peter Henderson, Natasha Jaques, Pramod Viswanath, Saining Xie, and Jingbo Shang
16. Curing Miracle Steps in LLM Mathematical Reasoning with Rubric Rewards · ACL’2026 · paper

    Youliang Yuan, Qiuyang Mang, Jingbang Chen, Hong Wan, Xiaoyuan Liu, Junjielong Xu, Jen-tse Huang, Wenxuan Wang, Wenxiang Jiao, and Pinjia He

2025

1. Efficient Historical Butterfly Counting in Large Temporal Bipartite Networks via Graph Structure-aware Index · VLDB’2025 · paper · code

   Qiuyang Mang*, Jingbang Chen*, Hangrui Zhou*, Yu Gao, Yingli Zhou, Richard Peng, Yixiang Fang, and Chenhao Ma
2. Finding Logic Bugs in Graph-processing Systems via Graph-cutting · SIGMOD’2025 · paper · code · poster

   Qiuyang Mang, Jinsheng Ba, Pinjia He, and Manuel Rigger
3. Finding Logic Bugs in Spatial Database Engines via Affine Equivalent Inputs · SIGMOD’2025 · paper · code · poster

   Wenjing Deng, Qiuyang Mang, Chengyu Zhang, and Manuel Rigger
4. Scalable Approximate Biclique Counting over Large Bipartite Graphs · VLDB’2026 · paper

   Jingbang Chen, Weinuo Li, Yingli Zhou, Hangrui Zhou, Qiuyang Mang, Can Wang, Yixiang Fang, and Chenhao Ma

2024

1. Testing Graph Database Systems via Equivalent Query Rewriting · ICSE’2024 · paper · code

   Qiuyang Mang*, Aoyang Fang*, Boxi Yu, Hanfei Chen, and Pinjia He
2. Scalable Algorithm for Finding Balanced Subgraphs with Tolerance in Signed Networks · KDD’2024 · paper · code

   Jingbang Chen*, Qiuyang Mang*, Hangrui Zhou*, Richard Peng, Yu Gao, and Chenhao Ma

2023

1. Retromorphic Testing: A New Approach to the Test Oracle Problem · Preprint, 2023 · paper · code

   Boxi Yu*, Qiuyang Mang*, Qingshuo Guo, and Pinjia He
2. Automated Testing and Improvement of Named Entity Recognition Systems · ESEC/FSE’2023 · paper · code

   Boxi Yu, Yiyan Hu, Qiuyang Mang, Wenhan Hu, and Pinjia He