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Decomposed Mutual Information Estimation for Contrastive Representation Learning

Jun 25, 2021
Alessandro Sordoni, Nouha Dziri, Hannes Schulz, Geoff Gordon, Phil Bachman, Remi Tachet

* ICML 2021 

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Towards a Scalable and Distributed Infrastructure for Deep Learning Applications

Oct 06, 2020
Bita Hasheminezhad, Shahrzad Shirzad, Nanmiao Wu, Patrick Diehl, Hannes Schulz, Hartmut Kaiser

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Hybrid Generative-Retrieval Transformers for Dialogue Domain Adaptation

Mar 06, 2020
Igor Shalyminov, Alessandro Sordoni, Adam Atkinson, Hannes Schulz

* Presented at [email protected] 2020 

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The Eighth Dialog System Technology Challenge

Nov 14, 2019
Seokhwan Kim, Michel Galley, Chulaka Gunasekara, Sungjin Lee, Adam Atkinson, Baolin Peng, Hannes Schulz, Jianfeng Gao, Jinchao Li, Mahmoud Adada, Minlie Huang, Luis Lastras, Jonathan K. Kummerfeld, Walter S. Lasecki, Chiori Hori, Anoop Cherian, Tim K. Marks, Abhinav Rastogi, Xiaoxue Zang, Srinivas Sunkara, Raghav Gupta

* Submitted to NeurIPS 2019 3rd Conversational AI Workshop 

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Towards Deep Conversational Recommendations

Dec 18, 2018
Raymond Li, Samira Kahou, Hannes Schulz, Vincent Michalski, Laurent Charlin, Chris Pal

* 17 pages, 5 figures, Accepted at 32nd Conference on Neural Information Processing Systems (NeurIPS 2018), Montr\'eal, Canada 

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From FiLM to Video: Multi-turn Question Answering with Multi-modal Context

Dec 17, 2018
Dat Tien Nguyen, Shikhar Sharma, Hannes Schulz, Layla El Asri

* Accepted for an Oral presentation at the DSTC7 workshop at AAAI 2019 

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Keep Drawing It: Iterative language-based image generation and editing

Nov 24, 2018
Alaaeldin El-Nouby, Shikhar Sharma, Hannes Schulz, Devon Hjelm, Layla El Asri, Samira Ebrahimi Kahou, Yoshua Bengio, Graham W. Taylor

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The Hard-CoRe Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution

Nov 02, 2018
Ali Emami, Paul Trichelair, Adam Trischler, Kaheer Suleman, Hannes Schulz, Jackie Chi Kit Cheung

* 6 pages 

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Relevance of Unsupervised Metrics in Task-Oriented Dialogue for Evaluating Natural Language Generation

Jun 29, 2017
Shikhar Sharma, Layla El Asri, Hannes Schulz, Jeremie Zumer

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A Frame Tracking Model for Memory-Enhanced Dialogue Systems

Jun 06, 2017
Hannes Schulz, Jeremie Zumer, Layla El Asri, Shikhar Sharma

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Natural Language Generation in Dialogue using Lexicalized and Delexicalized Data

Apr 21, 2017
Shikhar Sharma, Jing He, Kaheer Suleman, Hannes Schulz, Philip Bachman

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Frames: A Corpus for Adding Memory to Goal-Oriented Dialogue Systems

Apr 13, 2017
Layla El Asri, Hannes Schulz, Shikhar Sharma, Jeremie Zumer, Justin Harris, Emery Fine, Rahul Mehrotra, Kaheer Suleman

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Policy Networks with Two-Stage Training for Dialogue Systems

Sep 12, 2016
Mehdi Fatemi, Layla El Asri, Hannes Schulz, Jing He, Kaheer Suleman

* Proceedings of the SIGDIAL 2016 Conference, pages 101--110, Los Angeles, USA, 13-15 September 2016. Association for Computational Linguistics 
* SIGDial 2016 (Submitted: May 2016; Accepted: Jun 30, 2016) 

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