Aggregated Semantic Matching for Short Text Entity Linking. - Feng Nie; Shuyan Zhou; Jing Liu 022; Jinpeng Wang 001; Chin-Yew Lin; Rong Pan (CoNLL, 2018)

Tracking control of uncertain nonlinear systems with deferred asymmetric time-varying full state constraints. - Yong-Duan Song; Shuyan Zhou (Autom., 2018)

Neuroadaptive Control With Given Performance Specifications for MIMO Strict-Feedback Systems Under Nonsmooth Actuation and Output Constraints. - Yongduan Song; Shuyan Zhou (IEEE Trans. Neural Networks Learn. Syst., 2018)

Towards Zero-resource Cross-lingual Entity Linking. - Shuyan Zhou; Shruti Rijhwani; Graham Neubig (DeepLo@EMNLP-IJCNLP, 2019)

Improving Robustness of Neural Machine Translation with Multi-task Learning. - Shuyan Zhou; Xiangkai Zeng; Yingqi Zhou; Antonios Anastasopoulos; Graham Neubig (WMT (2), 2019)

Soft Gazetteers for Low-Resource Named Entity Recognition. - Shruti Rijhwani; Shuyan Zhou; Graham Neubig; Jaime G. Carbonell (ACL, 2020)

Fault-tolerant tracking control with guaranteed performance for nonlinearly parameterized systems under uncertain initial conditions. - Shuyan Zhou; Yongduan Song; Xiaosuo Luo (J. Frankl. Inst., 2020)

Improving Candidate Generation for Low-resource Cross-lingual Entity Linking. - Shuyan Zhou; Shruti Rijhwani; John Wieting; Jaime G. Carbonell; Graham Neubig (Trans. Assoc. Comput. Linguistics, 2020)

Neuroadaptive Control Design for Pure-Feedback Nonlinear Systems: A One-Step Design Approach. - Shuyan Zhou; Yongduan Song (IEEE Trans. Neural Networks Learn. Syst., 2020)

Hierarchical Control of Situated Agents through Natural Language. - Shuyan Zhou; Pengcheng Yin; Graham Neubig (CoRR, 2021)

Neuroadaptive fault-tolerant control of state constrained pure-feedback systems: A collective backstepping design. - Shuyan Zhou; Yongduan Song (Neurocomputing, 2021)

Prescribed Performance Neuroadaptive Fault-Tolerant Compensation for MIMO Nonlinear Systems Under Extreme Actuator Failures. - Shuyan Zhou; Yongduan Song (IEEE Trans. Syst. Man Cybern. Syst., 2021)

Show Me More Details: Discovering Hierarchies of Procedures from Semi-structured Web Data. - Shuyan Zhou; Li Zhang 039; Yue Yang 006; Qing Lyu 001; Pengcheng Yin; Chris Callison-Burch; Graham Neubig (ACL (1), 2022)

Language Models of Code are Few-Shot Commonsense Learners. - Aman Madaan; Shuyan Zhou; Uri Alon 002; Yiming Yang; Graham Neubig (EMNLP, 2022)

DocCoder: Generating Code by Retrieving and Reading Docs. - Shuyan Zhou; Uri Alon 002; Frank F. Xu; Zhengbao Jiang; Graham Neubig (CoRR, 2022)

MCoNaLa: A Benchmark for Code Generation from Multiple Natural Languages. - Zhiruo Wang; Grace Cuenca; Shuyan Zhou; Frank F. Xu; Graham Neubig (EACL (Findings), 2023)

Causal Reasoning of Entities and Events in Procedural Texts. - Li Zhang 039; Hainiu Xu; Yue Yang 006; Shuyan Zhou; Weiqiu You; Manni Arora; Chris Callison-Burch (EACL (Findings), 2023)

Hierarchical Prompting Assists Large Language Model on Web Navigation. - Robert Lo; Abishek Sridhar; Frank F. Xu; Hao Zhu 011; Shuyan Zhou (EMNLP (Findings), 2023)

Execution-Based Evaluation for Open-Domain Code Generation. - Zhiruo Wang; Shuyan Zhou; Daniel Fried; Graham Neubig (EMNLP (Findings), 2023)

CodeBERTScore: Evaluating Code Generation with Pretrained Models of Code. - Shuyan Zhou; Uri Alon 002; Sumit Agarwal; Graham Neubig (EMNLP, 2023)

DocPrompting: Generating Code by Retrieving the Docs. - Shuyan Zhou; Uri Alon 002; Frank F. Xu; Zhengbao Jiang; Graham Neubig (ICLR, 2023)

PAL: Program-aided Language Models. - Luyu Gao; Aman Madaan; Shuyan Zhou; Uri Alon 002; Pengfei Liu 003; Yiming Yang; Jamie Callan; Graham Neubig (ICML, 2023)

WebArena: A Realistic Web Environment for Building Autonomous Agents. - Shuyan Zhou; Frank F. Xu; Hao Zhu 011; Xuhui Zhou; Robert Lo; Abishek Sridhar; Xianyi Cheng; Yonatan Bisk; Daniel Fried; Uri Alon 002; Graham Neubig (CoRR, 2023)

Bridging the Gap: A Survey on Integrating (Human) Feedback for Natural Language Generation. - Patrick Fernandes; Aman Madaan; Emmy Liu; António Farinhas; Pedro Henrique Martins; Amanda Bertsch; José G. C. de Souza; Shuyan Zhou; Tongshuang Wu; Graham Neubig; André F. T. Martins (Trans. Assoc. Comput. Linguistics, 2023)

Event-Triggered Practical Prescribed Time Output Feedback Neuroadaptive Tracking Control Under Saturated Actuation. - Shuyan Zhou; Yongduan Song; Changyun Wen (IEEE Trans. Neural Networks Learn. Syst., 2023)

Prescribed Performance Tracking Control Under Uncertain Initial Conditions: A Neuroadaptive Output Feedback Approach. - Shuyan Zhou; Xuesong Wang 001; Yongduan Song (IEEE Trans. Cybern., 2023)

VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks. - Jing Yu Koh; Robert Lo; Lawrence Jang; Vikram Duvvur; Ming Chong Lim; Po-Yu Huang; Graham Neubig; Shuyan Zhou; Russ Salakhutdinov; Daniel Fried (ACL (1), 2024)

WebArena: A Realistic Web Environment for Building Autonomous Agents. - Shuyan Zhou; Frank F. Xu; Hao Zhu 011; Xuhui Zhou; Robert Lo; Abishek Sridhar; Xianyi Cheng; Tianyue Ou; Yonatan Bisk; Daniel Fried; Uri Alon 002; Graham Neubig (ICLR, 2024)

Synatra: Turning Indirect Knowledge into Direct Demonstrations for Digital Agents at Scale. - Tianyue Ou; Frank F. Xu; Aman Madaan; Jiarui Liu 004; Robert Lo; Abishek Sridhar; Sudipta Sengupta; Dan Roth 001; Graham Neubig; Shuyan Zhou (NeurIPS, 2024)

OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments. - Tianbao Xie; Danyang Zhang; Jixuan Chen; Xiaochuan Li 003; Siheng Zhao; Ruisheng Cao; Toh Jing Hua; Zhoujun Cheng; Dongchan Shin; Fangyu Lei; Yitao Liu; Yiheng Xu; et al. (NeurIPS, 2024)

WebCanvas: Benchmarking Web Agents in Online Environments. - Yichen Pan; Dehan Kong; Sida Zhou; Cheng Cui; Yifei Leng; Bing Jiang; Hangyu Liu; Yanyi Shang; Shuyan Zhou; Tongshuang Wu; Zhengyang Wu (CoRR, 2024)

Refusal-Trained LLMs Are Easily Jailbroken As Browser Agents. - Priyanshu Kumar; Elaine Lau; Saranya Vijayakumar; Tu Trinh; Scale Red Team; Elaine T. Chang; Vaughn Robinson; Sean Hendryx; Shuyan Zhou; Matt Fredrikson; Summer Yue; Zifan Wang 001 (CoRR, 2024)

TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks. - Frank F. Xu; Yufan Song; Boxuan Li; Yuxuan Tang; Kritanjali Jain; Mengxue Bao; Zora Zhiruo Wang; Xuhui Zhou; Zhitong Guo; Murong Cao; Mingyang Yang; Hao Yang Lu; et al. (CoRR, 2024)

Solving Real-World Tasks with AI Agents - Shuyan Zhou (2024)

Beyond Browsing: API-Based Web Agents. - Yueqi Song; Frank F. Xu; Shuyan Zhou; Graham Neubig (ACL (Findings), 2025)

Aligned LLMs Are Not Aligned Browser Agents. - Priyanshu Kumar; Elaine Lau; Saranya Vijayakumar; Tu Trinh; Elaine T. Chang; Vaughn Robinson; Shuyan Zhou; Matt Fredrikson; Sean M. Hendryx; Summer Yue; Zifan Wang 001 (ICLR, 2025)

CowPilot: A Framework for Autonomous and Human-Agent Collaborative Web Navigation. - Faria Huq; Zora Zhiruo Wang; Frank F. Xu; Tianyue Ou; Shuyan Zhou; Jeffrey P. Bigham; Graham Neubig (CoRR, 2025)

EnvInjection: Environmental Prompt Injection Attack to Multi-modal Web Agents. - Xilong Wang; John Bloch; Zedian Shao; Yuepeng Hu; Shuyan Zhou; Neil Zhenqiang Gong (CoRR, 2025)