SMIL: Multimodal Learning with Severely Missing Modality. - Mengmeng Ma 002; Jian Ren 005; Long Zhao 003; Sergey Tulyakov; Cathy Wu 001; Xi Peng 005 (AAAI, 2021)

Are Multimodal Transformers Robust to Missing Modality? - Mengmeng Ma 002; Jian Ren 005; Long Zhao 003; Davide Testuggine; Xi Peng 005 (CVPR, 2022)

Are Data-Driven Explanations Robust Against Out-of-Distribution Data? - Tang Li 005; Fengchun Qiao; Mengmeng Ma 002; Xi Peng 005 (CVPR, 2023)

DEAL: Disentangle and Localize Concept-Level Explanations for VLMs. - Tang Li 005; Mengmeng Ma 002; Xi Peng 005 (ECCV (39), 2024)

Beyond the Federation: Topology-aware Federated Learning for Generalization to Unseen Clients. - Mengmeng Ma 002; Tang Li 005; Xi Peng 005 (ICML, 2024)

Beyond Accuracy: Ensuring Correct Predictions With Correct Rationales. - Tang Li 005; Mengmeng Ma 002; Xi Peng 005 (NeurIPS, 2024)