Factorized contrastive learning: Going beyond multi-view redundancy PP Liang, Z Deng, MQ Ma, JY Zou, LP Morency, R Salakhutdinov Advances in Neural Information Processing Systems 36, 32971-32998, 2023 | 51 | 2023 |
Quantifying & modeling multimodal interactions: An information decomposition framework PP Liang, Y Cheng, X Fan, CK Ling, S Nie, R Chen, Z Deng, N Allen, ... Advances in Neural Information Processing Systems 36, 27351-27393, 2023 | 50* | 2023 |
Multiviz: Towards visualizing and understanding multimodal models PP Liang, Y Lyu, G Chhablani, N Jain, Z Deng, X Wang, LP Morency, ... arXiv preprint arXiv:2207.00056, 2022 | 40 | 2022 |
Dime: Fine-grained interpretations of multimodal models via disentangled local explanations Y Lyu, PP Liang, Z Deng, R Salakhutdinov, LP Morency Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society, 455-467, 2022 | 38 | 2022 |
Musilingo: Bridging music and text with pre-trained language models for music captioning and query response Z Deng, Y Ma, Y Liu, R Guo, G Zhang, W Chen, W Huang, E Benetos arXiv preprint arXiv:2309.08730, 2023 | 23 | 2023 |
Multiviz: An analysis benchmark for visualizing and understanding multimodal models PP Liang, Y Lyu, G Chhablani, N Jain, Z Deng, X Wang, LP Morency, ... arXiv preprint ArXiv:2207.00056, 2022 | 6 | 2022 |
MultiViz: Towards User-Centric Visualizations and Interpretations of Multimodal Models PP Liang, Y Lyu, G Chhablani, N Jain, Z Deng, X Wang, LP Morency, ... Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing …, 2023 | 2 | 2023 |