Postdoctoral Associate
Carnegie Mellon University
2020
Foundations of Multimodal Co-learning
Elsevier Information Fusion Journal (IF 11.21)
Amir Zadeh, Paul Pu Liang, Louis-Philippe Morency
Multimodal Finetuning of Advanced Transformer Models
ACL Oral
Wasifur Rahman, Md Kamrul Hasan, Amir Zadeh, Sangwu Lee, Chengfeng Mao, Louis-Philippe Morency, Mohammed Ehsan Hoque
Pseudo-Encoded Stochastic Variational Inference
Preprint
Amir Zadeh, Chengfeng Mao, Kelly Shi, Yiwei Zhang, Paul Pu Liang, Soujanya Poria, Louis-Philippe Morency
Factorized Multimodal Transformer for Multimodal Sequential Learning
Elsevier Information Fusion Journal (IF 11.21)
Amir Zadeh, Chengfeng Mao, Kelly Shi, Yiwei Zhang, Paul Pu Liang, Soujanya Poria, Louis-Philippe Morency
Variational Auto-Decoder: Neural Generative Modeling from Partial Data
Preprint
Amir Zadeh, Yao-Chong Lim, Paul Pu Liang, Louis-Philippe Morency
2019
Social-IQ: A Question Answering Benchmark for Artificial Social Intelligence
CVPR Oral
Md Kamrul Hasan, Wasifur Rahman, Amir Zadeh, Jianyuan Zhong, Md Iftekhar Tanveer, Louis-Philippe Morency, Mohammed (Ehsan) Hoque
UR-FUNNY: A Multimodal Language Dataset for Understanding Humor
EMNLP
Md Kamrul Hasan, Wasifur Rahman, Amir Zadeh, Jianyuan Zhong, Md Iftekhar Tanveer, Louis-Philippe Morency, Mohammed (Ehsan) Hoque
Learning Factorized Multimodal Representations
ICLR
Yao-Hung Hubert Tsai, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency, Ruslan Salakhutdinov
Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors
AAAI Spotlight
Yansen Wang, Ying Shen, Zhun Liu, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency
2018
Multimodal Language Analysis using Recurrent Multistage Fusion
EMNLP Oral
Paul Pu Liang, Ziyin Liu, Amir Zadeh, Louis-Philippe Morency
Human Multimodal Language in the Wild: CMU-MOSEI Dataset and Interpretable Dynamic Fusion Model
ACL Oral
Amir Zadeh, Paul Pu Liang, Jon Vanbriesen, Soujanya Poria, Edmund Tong, Erik Cambria, Louis-Philippe Morency
Efficient Low-rank Multimodal Fusion With Modality-Specific Factors
ACL Oral
Zhun Liu, Ying Shen, Varun Lakshminarasimhan, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency
Memory Fusion Network for Multi-view Sequential Learning
AAAI Oral
Amir Zadeh, Paul Liang, Navonil Mazumder, Soujanya Poria, Erik Cambria, Louis-Philippe Morency
Multi-attention Recurrent Network for Human Communication Comprehension
AAAI Oral
Amir Zadeh, Paul Liang, Soujanya Poria, Erik Cambria, Prateek Vij, Louis-Philippe Morency
OpenFace 2.0: Facial Behavior Analysis Toolkit
FG Oral
Tadas Baltrusaitis, Amir Zadeh, Yao-Chong Lim, Louis-Philippe Morency
MEMN: Multimodal Emotional Memory Network for Emotion Recognition in Dyadic Conversational Videos
NAACL
Devamanyu Hazarika, Soujanya Poria, Amir Zadeh, Erik Cambria, Louis-Philippe Morency, Roger Zimmerman
Multimodal Local-Global Ranking Fusion for Emotion Recognition
ICMI
Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency
2017
Tensor Fusion Network for Multimodal Sentiment Analysis
EMNLP Oral
Amir Zadeh, Minghai Chen, Soujanya Poria, Erik Cambria, Louis-Philippe Morency
Context-Dependent Sentiment Analysis in User-Generated Videos
ACL Oral
Soujanya Poria, Erik Cambria, Navonil Mazumder, Amir Zadeh, Louis-Philippe Morency
Combatting Human Trafficking with Multimodal Deep Models
ACL
Edmund Tong*, Amir Zadeh*, Cara Jones, Louis-Philippe Morency
Convolutional Experts Constrained Local Models for Facial Landmark Detection
CVPR-w
Amir Zadeh, Tadas Baltrusaitis, Yao-Chong Lim Louis-Philippe Morency
Word-level Alignment with Reinforcement Learning for Multimodal Sentiment Analysis
ICMI Oral - Honorable Mention
Minghai Chen, Sen Wang, Paul Liang, Tadas Baltrusaitis, Amir Zadeh, Louis-Philippe Morency
Multilevel Multiple Attentions for Contextual Multimodal Sentiment Analysis
ICDM Oral
Soujanya Poria, Erik Cambria, Devamanyu Hazarika, Navonil Mazumder, Amir Zadeh, Louis-Philippe Morency