Select-Additive Learning: Improving Generalization in Multimodal Sentiment Analysis

16 September 2016

Haohan Wang

Aaksha Meghawat

Louis-Philippe Morency

Eric Xing

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Papers citing "Select-Additive Learning: Improving Generalization in Multimodal Sentiment Analysis"

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Title
TACFN: Transformer-based Adaptive Cross-modal Fusion Network for Multimodal Emotion Recognition Feng Liu Ziwang Fu Yuhui Wang Qijian Zheng 40 4 0 10 May 2025
Choosing Wisely and Learning Deeply: Selective Cross-Modality Distillation via CLIP for Domain Generalization Jixuan Leng Yijiang Li Haohan Wang VLM 37 0 0 26 Nov 2023
FV2ES: A Fully End2End Multimodal System for Fast Yet Effective Video Emotion Recognition Inference Qinglan Wei Xu-Juan Huang Yuan Zhang 21 14 0 21 Sep 2022
Are Multimodal Transformers Robust to Missing Modality? Mengmeng Ma Jian Ren Long Zhao Davide Testuggine Xi Peng ViT 52 148 0 12 Apr 2022
The Two Dimensions of Worst-case Training and the Integrated Effect for Out-of-domain Generalization Zeyi Huang Haohan Wang Dong Huang Yong Jae Lee Eric P. Xing 21 22 0 09 Apr 2022
Measure and Improve Robustness in NLP Models: A Survey Xuezhi Wang Haohan Wang Diyi Yang 139 131 0 15 Dec 2021
LMR-CBT: Learning Modality-fused Representations with CB-Transformer for Multimodal Emotion Recognition from Unaligned Multimodal Sequences Ziwang Fu Feng Liu Hanyang Wang Siyuan Shen Jiahao Zhang Jiayin Qi Xiangling Fu Aimin Zhou 34 9 0 03 Dec 2021
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis Wei Han Hui Chen Soujanya Poria 42 319 0 01 Sep 2021
Bi-Bimodal Modality Fusion for Correlation-Controlled Multimodal Sentiment Analysis Wei Han Hui Chen Alexander Gelbukh Amir Zadeh Louis-Philippe Morency Soujanya Poria 29 176 0 28 Jul 2021
M2Lens: Visualizing and Explaining Multimodal Models for Sentiment Analysis Xingbo Wang Jianben He Zhihua Jin Muqiao Yang Yong Wang Huamin Qu 24 75 0 17 Jul 2021
Learning Language and Multimodal Privacy-Preserving Markers of Mood from Mobile Data Paul Pu Liang Terrance Liu Anna Cai Michal Muszynski Ryo Ishii Nicholas B. Allen Randy P. Auerbach David Brent Ruslan Salakhutdinov Louis-Philippe Morency 38 16 0 24 Jun 2021
Multimodal End-to-End Sparse Model for Emotion Recognition Wenliang Dai Samuel Cahyawijaya Zihan Liu Pascale Fung CVBM 21 79 0 17 Mar 2021
SMIL: Multimodal Learning with Severely Missing Modality Mengmeng Ma Jian Ren Long Zhao Sergey Tulyakov Cathy H. Wu Xi Peng 59 239 0 09 Mar 2021
Learning Robust Global Representations by Penalizing Local Predictive Power Haohan Wang Songwei Ge Eric Xing Zachary Chase Lipton OOD 39 935 0 29 May 2019
Learning Robust Representations by Projecting Superficial Statistics Out Haohan Wang Zexue He Zachary Chase Lipton Eric Xing OOD 36 234 0 02 Mar 2019
Multimodal Language Analysis with Recurrent Multistage Fusion Paul Pu Liang Liu Ziyin Amir Zadeh Louis-Philippe Morency 30 198 0 12 Aug 2018
Efficient Low-rank Multimodal Fusion with Modality-Specific Factors Zhun Liu Ying Shen V. Lakshminarasimhan Paul Pu Liang Amir Zadeh Louis-Philippe Morency 22 633 0 31 May 2018
Multimodal Affective Analysis Using Hierarchical Attention Strategy with Word-Level Alignment Yue Gu Kangning Yang Shiyu Fu Shuhong Chen Xinyu Li I. Marsic 21 122 0 22 May 2018
Removing Confounding Factors Associated Weights in Deep Neural Networks Improves the Prediction Accuracy for Healthcare Applications Haohan Wang Zhenglin Wu Eric Xing OOD 35 40 0 20 Mar 2018
Memory Fusion Network for Multi-view Sequential Learning Amir Zadeh Paul Pu Liang Navonil Mazumder Soujanya Poria Min Zhang Louis-Philippe Morency 31 691 0 03 Feb 2018
Multimodal Sentiment Analysis with Word-Level Fusion and Reinforcement Learning Minghai Chen Sen Wang Paul Pu Liang T. Baltrušaitis Amir Zadeh Louis-Philippe Morency 27 279 0 03 Feb 2018
Multi-attention Recurrent Network for Human Communication Comprehension Amir Zadeh Paul Pu Liang Soujanya Poria Prateek Vij Min Zhang Louis-Philippe Morency 28 478 0 03 Feb 2018
Tensor Fusion Network for Multimodal Sentiment Analysis Amir Zadeh Minghai Chen Soujanya Poria Min Zhang Louis-Philippe Morency 26 1,204 0 23 Jul 2017
On the Origin of Deep Learning Haohan Wang Bhiksha Raj MedIm 3DV VLM 48 223 0 24 Feb 2017