The Future is not One-dimensional: Complex Event Schema Induction by Graph Modeling for Event Prediction. - Manling Li; Sha Li; Zhenhailong Wang; Lifu Huang; Kyunghyun Cho; Heng Ji 001; Jiawei Han 001; Clare R. Voss (EMNLP (1), 2021)

RESIN: A Dockerized Schema-Guided Cross-document Cross-lingual Cross-media Information Extraction and Event Tracking System. - Haoyang Wen; Ying Lin; Tuan Manh Lai; Xiaoman Pan; Sha Li; Xudong Lin 003; Ben Zhou; Manling Li; Haoyu Wang 005; Hongming Zhang 009; Xiaodong Yu 003; Alexander Dong; et al. (NAACL-HLT (Demonstrations), 2021)

Future is not One-dimensional: Graph Modeling based Complex Event Schema Induction for Event Prediction. - Manling Li; Sha Li; Zhenhailong Wang; Lifu Huang; Kyunghyun Cho; Heng Ji 001; Jiawei Han 001; Clare R. Voss (CoRR, 2021)

NewsClaims: A New Benchmark for Claim Detection from News with Background Knowledge. - Revanth Gangi Reddy; Sai Chetan Chinthakindi; Zhenhailong Wang; Yi R. Fung 001; Kathryn S. Conger; Ahmed S. Elsayed; Martha Palmer; Heng Ji 001 (CoRR, 2021)

Open Vocabulary Electroencephalography-to-Text Decoding and Zero-Shot Sentiment Classification. - Zhenhailong Wang; Heng Ji (AAAI, 2022)

NewsClaims: A New Benchmark for Claim Detection from News with Attribute Knowledge. - Revanth Gangi Reddy; Sai Chetan Chinthakindi; Zhenhailong Wang; Yi R. Fung 001; Kathryn Conger; Ahmed Elsayed; Martha Palmer; Preslav Nakov; Eduard H. Hovy; Kevin Small; Heng Ji 001 (EMNLP, 2022)

Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners. - Zhenhailong Wang; Manling Li; Ruochen Xu; Luowei Zhou; Jie Lei 003; Xudong Lin 003; Shuohang Wang; Ziyi Yang; Chenguang Zhu 001; Derek Hoiem; Shih-Fu Chang; Mohit Bansal; et al. (NeurIPS, 2022)

Model-Agnostic Multitask Fine-tuning for Few-shot Vision-Language Transfer Learning. - Zhenhailong Wang; Hang Yu; Manling Li; Han Zhao 002; Heng Ji 001 (CoRR, 2022)

A Language-First Approach for Procedure Planning. - Jiateng Liu; Sha Li; Zhenhailong Wang; Manling Li; Heng Ji 001 (ACL (Findings), 2023)

Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple Tasks. - Zhenhailong Wang; Xiaoman Pan; Dian Yu 001; Dong Yu 001; Jianshu Chen; Heng Ji 001 (ACL (Findings), 2023)

Democratizing LLMs: An Exploration of Cost-Performance Trade-offs in Self-Refined Open-Source Models. - Sumuk Shashidhar; Abhinav Chinta; Vaibhav Sahai; Zhenhailong Wang; Heng Ji (EMNLP (Findings), 2023)

Paxion: Patching Action Knowledge in Video-Language Foundation Models. - Zhenhailong Wang; Ansel Blume; Sha Li; Genglin Liu; Jaemin Cho 001; Zineng Tang; Mohit Bansal; Heng Ji 001 (NeurIPS, 2023)

RCOT: Detecting and Rectifying Factual Inconsistency in Reasoning by Reversing Chain-of-Thought. - Tianci Xue; Ziqi Wang 003; Zhenhailong Wang; Chi Han; Pengfei Yu; Heng Ji 001 (CoRR, 2023)

Unleashing Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration. - Zhenhailong Wang; Shaoguang Mao; Wenshan Wu; Tao Ge 001; Furu Wei; Heng Ji 001 (CoRR, 2023)

Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning. - Kung-Hsiang Huang; Mingyang Zhou; Hou Pong Chan; Yi Fung 001; Zhenhailong Wang; Lingyu Zhang 002; Shih-Fu Chang; Heng Ji 001 (ACL (Findings), 2024)

MIRACLE: An Online, Explainable Multimodal Interactive Concept Learning System. - Ansel Blume; Khanh Duy Nguyen; Zhenhailong Wang; Yangyi Chen; Michal Shlapentokh-Rothman; Xiaomeng Jin; Jeonghwan Kim; Zhen Zhu 006; Jiateng Liu; Kuan-Hao Huang; Mankeerat Sidhu; Xuanming Zhang; et al. (ACM Multimedia, 2024)

Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration. - Zhenhailong Wang; Shaoguang Mao; Wenshan Wu; Tao Ge 001; Furu Wei; Heng Ji 001 (NAACL-HLT, 2024)

Text-Based Reasoning About Vector Graphics. - Zhenhailong Wang; Joy Hsu; Xingyao Wang 002; Kuan-Hao Huang; Manling Li; Jiajun Wu 001; Heng Ji 001 (CoRR, 2024)

SYNTHIA: Novel Concept Design with Affordance Composition. - Hyeonjeong Ha; Xiaomeng Jin; Jeonghwan Kim; Jiateng Liu; Zhenhailong Wang; Khanh Duy Nguyen; Ansel Blume; Nanyun Peng 001; Kai-Wei Chang; Heng Ji 001 (ACL (1), 2025)

MultiAgentBench : Evaluating the Collaboration and Competition of LLM agents. - Kunlun Zhu; Hongyi Du; Zhaochen Hong; Xiaocheng Yang; Shuyi Guo; Zhe Wang; Zhenhailong Wang; Cheng Qian 008; Robert Tang; Heng Ji 001; Jiaxuan You (ACL (1), 2025)

Infogent: An Agent-Based Framework for Web Information Aggregation. - Revanth Gangi Reddy; Sagnik Mukherjee; Jeonghwan Kim; Zhenhailong Wang; Dilek Hakkani-Tür; Heng Ji 001 (NAACL (Findings), 2025)

Visually Descriptive Language Model for Vector Graphics Reasoning. - Zhenhailong Wang; Joy Hsu; Xingyao Wang 002; Kuan-Hao Huang; Manling Li; Jiajun Wu 001; Heng Ji 001 (Trans. Mach. Learn. Res., 2025)

Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks. - Zhenhailong Wang; Haiyang Xu 001; Junyang Wang 001; Xi Zhang; Ming Yan 008; Ji Zhang 011; Fei Huang 002; Heng Ji 001 (CoRR, 2025)

MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents. - Kunlun Zhu; Hongyi Du; Zhaochen Hong; Xiaocheng Yang; Shuyi Guo; Zhe Wang; Zhenhailong Wang; Cheng Qian 008; Xiangru Tang; Heng Ji 001; Jiaxuan You (CoRR, 2025)

DyMU: Dynamic Merging and Virtual Unmerging for Efficient VLMs. - Zhenhailong Wang; Senthil Purushwalkam; Caiming Xiong; Silvio Savarese; Heng Ji 001; Ran Xu 001 (CoRR, 2025)

Perception-Aware Policy Optimization for Multimodal Reasoning. - Zhenhailong Wang; Xuehang Guo; Sofia Stoica; Haiyang Xu 001; Hongru Wang 011; Hyeonjeong Ha; Xiusi Chen; Yangyi Chen; Ming Yan 008; Fei Huang 002; Heng Ji 001 (CoRR, 2025)

A Survey of Self-Evolving Agents: On Path to Artificial Super Intelligence. - Huan-ang Gao; Jiayi Geng; Wenyue Hua; Mengkang Hu; Xinzhe Juan; Hongzhang Liu; Shilong Liu; Jiahao Qiu; Xuan Qi; Yiran Wu; Hongru Wang 003; Han Xiao; et al. (CoRR, 2025)