Publications

Event-centric Multimodal Knowledge Acquisition [PDF]
Manling Li
Thesis Committee: Heng Ji, Jiawei Han, Chengxiang Zhai, Shih-Fu Chang, Kyunghyun Cho
Thesis

ViStruct: Visual Structural Knowledge Extraction via Curriculum Guided Code-Vision Representation [PDF]
Yangyi Chen, Xingyao Wang, Manling Li, Derek Hoiem, Heng Ji
EMNLP 2023

Defining a New NLP Playground [PDF]
Sha Li, Chi Han, Pengfei Yu, Carl Edwards, Manling Li, Xingyao Wang, Yi Fung, Charles Yu, Joel R. Tetreault, Eduard H Hovy, Heng Ji
EMNLP 2023 Findings

Knowledge-Driven Vision-Language Encoding [Website]
Manling Li, Xudong Lin, Jie Lei, Mohit Bansal, Carl Vondrick, Shih-Fu Chang, Heng Ji
CVPR 2023: Tutorial

Towards Fast Adaptation of Pretrained Contrastive Models for Multi-channel Video-Language Retrieval [PDF] [Code]
Xudong Lin, Simran Tiwari, Shiyuan Huang, Manling Li, Mike Zheng Shou, Heng Ji, Shih-Fu Chang
CVPR 2023

Open Visual Knowledge Extraction via Relation-Oriented Multimodality Model Prompting [PDF][Website]
Hejie Cui, Xinyu Fang, Zihan Zhang, Ran Xu, Xuan Kan, Xin Liu, Manling Li, Yangqiu Song, Carl Yang
NeurIPS 2023

Non-Sequential Graph Script Induction via Multimedia Grounding [PDF]
Yu Zhou^†, Sha Li, Manling Li, Xudong Lin, Shih-Fu Chang, Mohit Bansal and Heng Ji
ACL 2023 (^† denotes supervised undergraduate)

A Language First Approach to Procedure Planning [PDF]
Jiateng Liu^†, Sha Li, Zhenhailong Wang, Manling Li, Heng Ji
ACL 2023 Findings (^† denotes supervised undergraduate)

Open-Domain Hierarchical Event Schema Induction by Incremental Prompting and Verification [PDF]
Sha Li, Ruining Zhao^†, Manling Li, Heng Ji, Chris Callison-Burch and Jiawei Han
ACL 2023 (^† denotes supervised undergraduate)

Multimedia Generative Script Learning for Task Planning [PDF]
Qingyun Wang, Manling Li, Hou Pong Chan, Lifu Huang, Julia Hockenmaier, Girish Chowdhary and Heng Ji
ACL 2023 Findings

Learning to Decompose Visual Features with Latent Textual Prompts [PDF] [Code]
Feng Wang^†, Manling Li, Xudong Lin, Hairong Lv, Alexander Schwing, Heng Ji
ICLR 2023 (^† denotes supervised undergraduate)

Knowledge-Driven Vision-Language Pretraining [PDF] [Website]
Manling Li, Xudong Lin, Jie Lei, Mohit Bansal, Shih-Fu Chang, Heng Ji
AAAI 2023: Tutorial

Video Event Extraction via Tracking Visual States of Arguments [PDF] [Code]
Guang Yang^†, Manling Li, Jiajie Zhang, Xudong Lin, Shih-Fu Chang, Heng Ji
AAAI 2023 (^† denotes supervised undergraduate)

ADEPT: A DEbiasing PrompT Framework [PDF] [Code]
Ke Yang^†, Charles Yu, Yi Fung, Manling Li, Heng Ji
AAAI 2023 (^† denotes supervised undergraduate)