Learning Modality-Specific Representations with Self-Supervised
Multi-Task Learning for Multimodal Sentiment Analysis

Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis

9 February 2021

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Papers citing "Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis"

18 / 18 papers shown

Title
TACFN: Transformer-based Adaptive Cross-modal Fusion Network for Multimodal Emotion Recognition Feng Liu Ziwang Fu Yansen Wang Qijian Zheng 90 5 0 10 May 2025
Enhancing Multimodal Sentiment Analysis for Missing Modality through Self-Distillation and Unified Modality Cross-Attention Yuzhe Weng Haotian Wang Tian Gao Kewei Li Shutong Niu Jun Du 81 0 0 19 Oct 2024
TCAN: Text-oriented Cross Attention Network for Multimodal Sentiment Analysis Ming Zhou Yunfei Feng Ziqi Zhou Kai Wang Tong Wang Dong-ming Yan 65 0 0 06 Apr 2024
MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment Analysis Devamanyu Hazarika Roger Zimmermann Soujanya Poria 76 707 0 07 May 2020
Beneath the Tip of the Iceberg: Current Challenges and New Directions in Sentiment Analysis Research Soujanya Poria Devamanyu Hazarika Navonil Majumder Rada Mihalcea 90 220 0 01 May 2020
Learning Relationships between Text, Audio, and Video via Deep Canonical Correlation for Multimodal Language Analysis Zhongkai Sun P. Sarma W. Sethares Yingyu Liang 71 325 0 13 Nov 2019
Multimodal Transformer for Unaligned Multimodal Language Sequences Yao-Hung Hubert Tsai Shaojie Bai Paul Pu Liang J. Zico Kolter Louis-Philippe Morency Ruslan Salakhutdinov 89 1,307 0 01 Jun 2019
Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis Md. Shad Akhtar Dushyant Singh Chauhan Deepanway Ghosal Soujanya Poria Asif Ekbal P. Bhattacharyya 86 168 0 14 May 2019
Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors Yansen Wang Ying Shen Zhun Liu Paul Pu Liang Amir Zadeh Louis-Philippe Morency 78 402 0 23 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Learning Factorized Multimodal Representations Yao-Hung Hubert Tsai Paul Pu Liang Amir Zadeh Louis-Philippe Morency Ruslan Salakhutdinov DRL 110 408 0 16 Jun 2018
Efficient Low-rank Multimodal Fusion with Modality-Specific Factors Zhun Liu Ying Shen V. Lakshminarasimhan Paul Pu Liang Amir Zadeh Louis-Philippe Morency 65 648 0 31 May 2018
Memory Fusion Network for Multi-view Sequential Learning Amir Zadeh Paul Pu Liang Navonil Mazumder Soujanya Poria Min Zhang Louis-Philippe Morency 79 706 0 03 Feb 2018
A Survey on Multi-Task Learning Yu Zhang Qiang Yang AIMat 605 2,240 0 25 Jul 2017
Tensor Fusion Network for Multimodal Sentiment Analysis Amir Zadeh Minghai Chen Soujanya Poria Min Zhang Louis-Philippe Morency 82 1,236 0 23 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,363 0 12 Jun 2017
Multimodal Machine Learning: A Survey and Taxonomy T. Baltrušaitis Chaitanya Ahuja Louis-Philippe Morency 109 2,937 0 26 May 2017
MOSI: Multimodal Corpus of Sentiment Intensity and Subjectivity Analysis in Online Opinion Videos Amir Zadeh Rowan Zellers Eli Pincus Louis-Philippe Morency 78 455 0 20 Jun 2016

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