Efficient Contextual Representation Learning Without Softmax Layer. - Liunian Harold Li; Patrick H. Chen; Cho-Jui Hsieh; Kai-Wei Chang (CoRR, 2019)

VisualBERT: A Simple and Performant Baseline for Vision and Language. - Liunian Harold Li; Mark Yatskar; Da Yin; Cho-Jui Hsieh; Kai-Wei Chang (CoRR, 2019)

Efficient Contextual Representation Learning With Continuous Outputs. - Liunian Harold Li; Patrick H. Chen; Cho-Jui Hsieh; Kai-Wei Chang (Trans. Assoc. Comput. Linguistics, 2019)

What Does BERT with Vision Look At? - Liunian Harold Li; Mark Yatskar; Da Yin; Cho-Jui Hsieh; Kai-Wei Chang (ACL, 2020)

Weakly-supervised VisualBERT: Pre-training without Parallel Images and Captions. - Liunian Harold Li; Haoxuan You; Zhecan Wang; Alireza Zareian; Shih-Fu Chang; Kai-Wei Chang (CoRR, 2020)

Broaden the Vision: Geo-Diverse Visual Commonsense Reasoning. - Da Yin; Liunian Harold Li; Ziniu Hu; Nanyun Peng 001; Kai-Wei Chang (EMNLP (1), 2021)

BERTHop: An Effective Vision-and-Language Model for Chest X-ray Disease Diagnosis. - Masoud Monajatipoor; Mozhdeh Rouhsedaghat; Liunian Harold Li; Aichi Chien; C.-C. Jay Kuo; Fabien Scalzo; Kai-Wei Chang (ICCVW, 2021)

Unsupervised Vision-and-Language Pre-training Without Parallel Images and Captions. - Liunian Harold Li; Haoxuan You; Zhecan Wang; Alireza Zareian; Shih-Fu Chang; Kai-Wei Chang (NAACL-HLT, 2021)

SGEITL: Scene Graph Enhanced Image-Text Learning for Visual Commonsense Reasoning. - Zhecan Wang; Haoxuan You; Liunian Harold Li; Alireza Zareian; Suji Park; Yiqing Liang; Kai-Wei Chang; Shih-Fu Chang (AAAI, 2022)

Grounded Language-Image Pre-training. - Liunian Harold Li; Pengchuan Zhang; Haotian Zhang 005; Jianwei Yang; Chunyuan Li; Yiwu Zhong; Lijuan Wang; Lu Yuan; Lei Zhang 001; Jenq-Neng Hwang; Kai-Wei Chang; Jianfeng Gao 001 (CVPR, 2022)

RegionCLIP: Region-based Language-Image Pretraining. - Yiwu Zhong; Jianwei Yang; Pengchuan Zhang; Chunyuan Li; Noel Codella; Liunian Harold Li; Luowei Zhou; Xiyang Dai; Lu Yuan; Yin Li 003; Jianfeng Gao 001 (CVPR, 2022)

GeoMLAMA: Geo-Diverse Commonsense Probing on Multilingual Pre-Trained Language Models. - Da Yin; Hritik Bansal; Masoud Monajatipoor; Liunian Harold Li; Kai-Wei Chang (EMNLP, 2022)

How Much Can CLIP Benefit Vision-and-Language Tasks? - Sheng Shen 001; Liunian Harold Li; Hao Tan 002; Mohit Bansal; Anna Rohrbach; Kai-Wei Chang; Zhewei Yao; Kurt Keutzer (ICLR, 2022)

BERTHop: An Effective Vision-and-Language Model for Chest X-ray Disease Diagnosis. - Masoud Monajatipoor; Mozhdeh Rouhsedaghat; Liunian Harold Li; C.-C. Jay Kuo; Aichi Chien; Kai-Wei Chang (MICCAI (5), 2022)

ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models. - Chunyuan Li; Haotian Liu; Liunian Harold Li; Pengchuan Zhang; Jyoti Aneja; Jianwei Yang; Ping Jin; Houdong Hu; Zicheng Liu 001; Yong Jae Lee; Jianfeng Gao 001 (NeurIPS, 2022)

GLIPv2: Unifying Localization and Vision-Language Understanding. - Haotian Zhang 005; Pengchuan Zhang; Xiaowei Hu 006; Yen-Chun Chen 001; Liunian Harold Li; Xiyang Dai; Lijuan Wang; Lu Yuan; Jenq-Neng Hwang; Jianfeng Gao 001 (NeurIPS, 2022)

DisinfoMeme: A Multimodal Dataset for Detecting Meme Intentionally Spreading Out Disinformation. - Jingnong Qu; Liunian Harold Li; Jieyu Zhao 001; Sunipa Dev; Kai-Wei Chang (CoRR, 2022)

Symbolic Chain-of-Thought Distillation: Small Models Can Also "Think" Step-by-Step. - Liunian Harold Li; Jack Hessel; Youngjae Yu; Xiang Ren 001; Kai-Wei Chang; Yejin Choi 001 (ACL (1), 2023)

MetaVL: Transferring In-Context Learning Ability From Language Models to Vision-Language Models. - Masoud Monajatipoor; Liunian Harold Li; Mozhdeh Rouhsedaghat; Lin Yang 011; Kai-Wei Chang (ACL (2), 2023)

On the Paradox of Learning to Reason from Data. - Honghua Zhang; Liunian Harold Li; Tao Meng; Kai-Wei Chang; Guy Van den Broeck (IJCAI, 2023)

DesCo: Learning Object Recognition with Rich Language Descriptions. - Liunian Harold Li; Zi-Yi Dou; Nanyun Peng 001; Kai-Wei Chang (NeurIPS, 2023)

Tailoring Self-Rationalizers with Multi-Reward Distillation. - Sahana Ramnath; Brihi Joshi; Skyler Hallinan; Ximing Lu; Liunian Harold Li; Aaron Chan; Jack Hessel; Yejin Choi 001; Xiang Ren 001 (ICLR, 2024)

Matryoshka Query Transformer for Large Vision-Language Models. - Wenbo Hu 006; Zi-Yi Dou; Liunian Harold Li; Amita Kamath; Nanyun Peng 001; Kai-Wei Chang (NeurIPS, 2024)