Efficient Low-rank Multimodal Fusion With Modality-Specific Factors. - Zhun Liu; Ying Shen 006; Varun Bharadhwaj Lakshminarasimhan; Paul Pu Liang; Amir Zadeh 001; Louis-Philippe Morency (ACL (1), 2018)

Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors. - Yansen Wang; Ying Shen 006; Zhun Liu; Paul Pu Liang; Amir Zadeh 001; Louis-Philippe Morency (AAAI, 2019)

MultiInstruct: Improving Multi-Modal Zero-Shot Learning via Instruction Tuning. - Zhiyang Xu; Ying Shen 006; Lifu Huang (ACL (1), 2023)

The Art of SOCRATIC QUESTIONING: Recursive Thinking with Large Language Models. - Jingyuan Qi; Zhiyang Xu; Ying Shen 006; Minqian Liu; Di Jin; Qifan Wang 001; Lifu Huang (EMNLP, 2023)

Learning by Asking for Embodied Visual Navigation and Task Completion. - Ying Shen 006; Ismini Lourentzou (CoRR, 2023)

The Art of SOCRATIC QUESTIONING: Zero-shot Multimodal Reasoning with Recursive Thinking and Self-Questioning. - Jingyuan Qi; Zhiyang Xu; Ying Shen 006; Minqian Liu; Di Jin; Qifan Wang 001; Lifu Huang (CoRR, 2023)

MULTISCRIPT: Multimodal Script Learning for Supporting Open Domain Everyday Tasks. - Jingyuan Qi; Minqian Liu; Ying Shen 006; Zhiyang Xu; Lifu Huang (AAAI, 2024)

Vision-Flan: Scaling Human-Labeled Tasks in Visual Instruction Tuning. - Zhiyang Xu; Chao Feng; Rulin Shao; Trevor Ashby; Ying Shen 006; Di Jin; Yu Cheng; Qifan Wang 001; Lifu Huang (ACL (Findings), 2024)

InternalInspector I²: Robust Confidence Estimation in LLMs through Internal States. - Mohammad Beigi; Ying Shen 006; Runing Yang; Zihao Lin 003; Qifan Wang 001; Ankith Mohan; Jianfeng He; Ming Jin 002; Chang-Tien Lu; Lifu Huang (EMNLP (Findings), 2024)

X-Eval: Generalizable Multi-aspect Text Evaluation via Augmented Instruction Tuning with Auxiliary Evaluation Aspects. - Minqian Liu; Ying Shen 006; Zhiyang Xu; Yixin Cao 002; Eunah Cho; Vaibhav Kumar; Reza Ghanadan; Lifu Huang (NAACL-HLT, 2024)

Kaleido Diffusion: Improving Conditional Diffusion Models with Autoregressive Latent Modeling. - Jiatao Gu; Ying Shen 006; Shuangfei Zhai; Yizhe Zhang 002; Navdeep Jaitly; Joshua M. Susskind (NeurIPS, 2024)

Many-to-many Image Generation with Auto-regressive Diffusion Models. - Ying Shen 006; Yizhe Zhang 002; Shuangfei Zhai; Lifu Huang; Joshua M. Susskind; Jiatao Gu (CoRR, 2024)

InternalInspector I2: Robust Confidence Estimation in LLMs through Internal States. - Mohammad Beigi; Ying Shen 006; Runing Yang; Zihao Lin 003; Qifan Wang 001; Ankith Mohan; Jianfeng He; Ming Jin 002; Chang-Tien Lu; Lifu Huang (CoRR, 2024)

Lateralization LoRA: Interleaved Instruction Tuning with Modality-Specialized Adaptations. - Zhiyang Xu; Minqian Liu; Ying Shen 006; Joy Rimchala; Jiaxin Zhang 005; Qifan Wang 001; Yu Cheng; Lifu Huang (CoRR, 2024)

Rethinking the Uncertainty: A Critical Review and Analysis in the Era of Large Language Models. - Mohammad Beigi; Sijia Wang; Ying Shen 006; Zihao Lin 003; Adithya Kulkarni; Jianfeng He; Feng Chen 001; Ming Jin 002; Jin-Hee Cho; Dawei Zhou 001; Chang-Tien Lu; Lifu Huang (CoRR, 2024)

Modality-Specialized Synergizers for Interleaved Vision-Language Generalists. - Zhiyang Xu; Minqian Liu; Ying Shen 006; Joy Rimchala; Jiaxin Zhang 005; Qifan Wang 001; Yu Cheng; Lifu Huang (ICLR, 2025)

ELBA: Learning by Asking for Embodied Visual Navigation and Task Completion. - Ying Shen 006; Daniel Bis; Cynthia Lu; Ismini Lourentzou (WACV, 2025)

A Survey on Mechanistic Interpretability for Multi-Modal Foundation Models. - Zihao Lin 003; Samyadeep Basu; Mohammad Beigi; Varun Manjunatha; Ryan A. Rossi; Zichao Wang 001; Yufan Zhou 001; Sriram Balasubramanian; Arman Zarei; Keivan Rezaei; Ying Shen 006; Barry Menglong Yao; et al. (CoRR, 2025)

R2I-Bench: Benchmarking Reasoning-Driven Text-to-Image Generation. - Kaijie Chen; Zihao Lin 003; Zhiyang Xu; Ying Shen 006; Yuguang Yao; Joy Rimchala; Jiaxin Zhang 005; Lifu Huang (CoRR, 2025)

LaTtE-Flow: Layerwise Timestep-Expert Flow-based Transformer. - Ying Shen 006; Zhiyang Xu; Jiuhai Chen; Shizhe Diao; Jiaxin Zhang 005; Yuguang Yao; Joy Rimchala; Ismini Lourentzou; Lifu Huang (CoRR, 2025)