Postdoctoral Associate
Carnegie Mellon University
Publications
2019
27 preprint: Factorized Multimodal Transformer for Multimodal Sequential Learning
Amir Zadeh, Chengfeng Mao, Kelly Shi, Yiwei Zhang, Paul Pu Liang, Soujanya Poria, Louis-Philippe Morency
26 preprint: WildMix Dataset and Specto-Temporal Transformer for Monoaural Audio Source Separation
Amir Zadeh, Tianjun Ma, Soujanya Poria, Louis-Philippe Morency
25. preprint: Multimodal Finetuning of Advanced Transformer Models
Wasifur Rahman, et.al.
24. EMNLP 2020: UR-FUNNY: A Multimodal Language Dataset for Understanding Humor
Md Kamrul Hasan, Wasifur Rahman, Amir Zadeh, Jianyuan Zhong, Md Iftekhar Tanveer, Louis-Philippe Morency, Mohammed (Ehsan) Hoque
23. arXiv: Hierarchical Seq2Seq: Learning Representations of Online Spoken Speech
Amir Zadeh, Yao-Chong Lim, Paul Pu Liang, Louis-Philippe Morency
22. arXiv: Variational Auto-Decoder: Neural Generative Modeling from Partial Data
Amir Zadeh, Yao-Chong Lim, Paul Pu Liang, Louis-Philippe Morency
21. CVPR 2019 Oral: Social-IQ: A Question Answering Benchmark for Artificial Social Intelligence
Amir Zadeh, Michael Chan, Paul Pu Liang, Edmund Tong, Louis-Philippe Morency
20. ICLR 2019: Learning Factorized Multimodal Representations
Yao-Hung Hubert Tsai, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency, Ruslan Salakhutdinov
19. AAAI 2019 Spotlight: Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors
Yansen Wang, Ying Shen, Zhun Liu, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency
2018
18. EMNLP 2018 Oral: Multimodal Language Analysis using Recurrent Multistage Fusion
Paul Pu Liang, Ziyin Liu, Amir Zadeh, Louis-Philippe Morency
17. ICMI 2018: Multimodal Local-Global Ranking Fusion for Emotion Recognition
Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency
16. ACL 2018: Proceedings of the First Grand Challenge and Workshop on Human Multimodal Language (Challenge-HML)
Amir Zadeh, Paul Pu Liang, Louis-Philippe Morency, Soujanya Poria, Erik Cambria, Stefan Scherer
15. ACL 2018 Oral: Human Multimodal Language in the Wild: A Novel Dataset and Interpretable Dynamic Fusion Model
Amir Zadeh, Paul Pu Liang, Jon Vanbriesen, Soujanya Poria, Edmund Tong, Erik Cambria, Louis-Philippe Morency
14. ACL 2018 Oral: Efficient Low-rank Multimodal Fusion With Modality-Specific Factors
Zhun Liu, Ying Shen, Varun Lakshminarasimhan, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency
13. NAACL 2018: MEMN: Multimodal Emotional Memory Network for Emotion Recognition in Dyadic Conversational Videos
Devamanyu Hazarika, Soujanya Poria, Amir Zadeh, Erik Cambria, Louis-Philippe Morency, Roger Zimmerman
12. FG 2018 Oral: OpenFace 2.0: Facial Behavior Analysis Toolkit
Tadas Baltrusaitis, Amir Zadeh, Yao-Chong Lim, Louis-Philippe Morency
11. AAAI 2018 Oral: Memory Fusion Network for Multi-view Sequential Learning
Amir Zadeh, Paul Liang, Navonil Mazumder, Soujanya Poria, Erik Cambria, Louis-Philippe Morency
10. AAAI 2018 Oral: Multi-attention Recurrent Network for Human Communication Comprehension
Amir Zadeh, Paul Liang, Soujanya Poria, Erik Cambria, Prateek Vij, Louis-Philippe Morency
2017
9. EMNLP 2017 Oral: Tensor Fusion Network for Multimodal Sentiment Analysis
Amir Zadeh, Minghai Chen, Soujanya Poria, Erik Cambria, Louis-Philippe Morency
8. ACL 2017: Combatting Human Trafficking with Multimodal Deep Models
Edmund Tong*, Amir Zadeh*, Cara Jones, Louis-Philippe Morency
7. ACL 2017 Oral: Context-Dependent Sentiment Analysis in User-Generated Videos
Soujanya Poria, Erik Cambria, Navonil Mazumder, Amir Zadeh, Louis-Philippe Morency
6. CVPR-W, ICCV-W 2017: Convolutional Experts Constrained Local Models for Facial Landmark Detection
Amir Zadeh, Tadas Baltrusaitis, Yao-Chong Lim Louis-Philippe Morency
5. ICMI 2017 Oral: Word-level Alignment with Reinforcement Learning for Multimodal Sentiment Analysis
Minghai Chen, Sen Wang, Paul Liang, Tadas Baltrusaitis, Amir Zadeh, Louis-Philippe Morency Honorable Mention Award
4. ICDM 2017 Oral: Multilevel Multiple Attentions for Contextual Multimodal Sentiment Analysis
Soujanya Poria, Erik Cambria, Devamanyu Hazarika, Navonil Mazumder, Amir Zadeh, Louis-Philippe Morency
2016
3. IEEE Intelligent Systems: Multimodal sentiment intensity analysis in videos: Facial gestures and verbal messages
Amir Zadeh, Rowan Zellers, Eli Pincus, Louis-Philippe Morency
2. BMVC 2016: Holistically Constrained Local Model: Going Beyond Frontal Poses for Facial Landmark Detection
Kanggeon Kim, Tadas Baltrusaitis, Amir Zadeh, Louis-Philippe Morency
1. SPMRL: Parsing Morphologically Rich Languages with (mostly) off-the-shelf Software and Word Vectors
Arne Kohn, U Chun Lao, Amir Zadeh, Kenji Sagae *winner of gold standard 5k test set for 6 out of 9 languages*