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Enriching Transformers with Structured Tensor-Product Representations for Abstractive Summarization

Jun 02, 2021
Yichen Jiang, Asli Celikyilmaz, Paul Smolensky, Paul Soulos, Sudha Rao, Hamid Palangi, Roland Fernandez, Caitlin Smith, Mohit Bansal, Jianfeng Gao

* NAACL 2021 (14 pages) 

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Compositional Processing Emerges in Neural Networks Solving Math Problems

May 19, 2021
Jacob Russin, Roland Fernandez, Hamid Palangi, Eric Rosen, Nebojsa Jojic, Paul Smolensky, Jianfeng Gao

* 7 pages, 2 figures, Accepted to CogSci 2021 for poster presentation 

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Neuro-Symbolic Representations for Video Captioning: A Case for Leveraging Inductive Biases for Vision and Language

Nov 18, 2020
Hassan Akbari, Hamid Palangi, Jianwei Yang, Sudha Rao, Asli Celikyilmaz, Roland Fernandez, Paul Smolensky, Jianfeng Gao, Shih-Fu Chang

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Neuro-Symbolic Visual Reasoning: Disentangling "Visual" from "Reasoning"

Jun 30, 2020
Saeed Amizadeh, Hamid Palangi, Oleksandr Polozov, Yichen Huang, Kazuhito Koishida

* To be published in Proceedings of the 37th International Conference on Machine Learning (ICML), Vienna, Austria, PMLR 119, 2020 

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Novel Human-Object Interaction Detection via Adversarial Domain Generalization

May 22, 2020
Yuhang Song, Wenbo Li, Lei Zhang, Jianwei Yang, Emre Kiciman, Hamid Palangi, Jianfeng Gao, C. -C. Jay Kuo, Pengchuan Zhang

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HUBERT Untangles BERT to Improve Transfer across NLP Tasks

Oct 25, 2019
Mehrad Moradshahi, Hamid Palangi, Monica S. Lam, Paul Smolensky, Jianfeng Gao

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Natural- to formal-language generation using Tensor Product Representations

Oct 05, 2019
Kezhen Chen, Qiuyuan Huang, Hamid Palangi, Paul Smolensky, Kenneth D. Forbus, Jianfeng Gao

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Unified Vision-Language Pre-Training for Image Captioning and VQA

Oct 03, 2019
Luowei Zhou, Hamid Palangi, Lei Zhang, Houdong Hu, Jason J. Corso, Jianfeng Gao

* The code and the pre-trained models are available at 

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Learning Visual Relation Priors for Image-Text Matching and Image Captioning with Neural Scene Graph Generators

Sep 22, 2019
Kuang-Huei Lee, Hamid Palangi, Xi Chen, Houdong Hu, Jianfeng Gao

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Question-Answering with Grammatically-Interpretable Representations

Sep 25, 2017
Hamid Palangi, Paul Smolensky, Xiaodong He, Li Deng

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Distributed Compressive Sensing: A Deep Learning Approach

May 11, 2016
Hamid Palangi, Rabab Ward, Li Deng

* IEEE Transactions on Signal Processing, Volume: 64, Issue: 17, pp. 4504-4518, 2016 
* To appear in IEEE Transactions on Signal Processing 

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Deep Sentence Embedding Using Long Short-Term Memory Networks: Analysis and Application to Information Retrieval

Jan 16, 2016
Hamid Palangi, Li Deng, Yelong Shen, Jianfeng Gao, Xiaodong He, Jianshu Chen, Xinying Song, Rabab Ward

* To appear in IEEE/ACM Transactions on Audio, Speech, and Language Processing 

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Learning Input and Recurrent Weight Matrices in Echo State Networks

Nov 13, 2013
Hamid Palangi, Li Deng, Rabab K Ward

* Deep Learning Workshop NIPS 2013 

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