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Robust Conversational Agents against Imperceptible Toxicity Triggers


May 05, 2022
Ninareh Mehrabi , Ahmad Beirami , Fred Morstatter , Aram Galstyan


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Database Search Results Disambiguation for Task-Oriented Dialog Systems


Dec 15, 2021
Kun Qian , Ahmad Beirami , Satwik Kottur , Shahin Shayandeh , Paul Crook , Alborz Geramifard , Zhou Yu , Chinnadhurai Sankar


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CheckDST: Measuring Real-World Generalization of Dialogue State Tracking Performance


Dec 15, 2021
Hyundong Cho , Chinnadhurai Sankar , Christopher Lin , Kaushik Ram Sadagopan , Shahin Shayandeh , Asli Celikyilmaz , Jonathan May , Ahmad Beirami


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Information-Theoretic Bayes Risk Lower Bounds for Realizable Models


Nov 08, 2021
Matthew Nokleby , Ahmad Beirami


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FeO2: Federated Learning with Opt-Out Differential Privacy


Oct 28, 2021
Nasser Aldaghri , Hessam Mahdavifar , Ahmad Beirami


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DAIR: Data Augmented Invariant Regularization


Oct 21, 2021
Tianjian Huang , Shaunak Halbe , Chinnadhurai Sankar , Pooyan Amini , Satwik Kottur , Alborz Geramifard , Meisam Razaviyayn , Ahmad Beirami

* 15 pages 

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On Tilted Losses in Machine Learning: Theory and Applications


Sep 13, 2021
Tian Li , Ahmad Beirami , Maziar Sanjabi , Virginia Smith

* arXiv admin note: substantial text overlap with arXiv:2007.01162 

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Annotation Inconsistency and Entity Bias in MultiWOZ


May 29, 2021
Kun Qian , Ahmad Beirami , Zhouhan Lin , Ankita De , Alborz Geramifard , Zhou Yu , Chinnadhurai Sankar

* Accepted by SIGDIAL 2021 

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FERMI: Fair Empirical Risk Minimization via Exponential Rényi Mutual Information


Feb 24, 2021
Andrew Lowy , Rakesh Pavan , Sina Baharlouei , Meisam Razaviyayn , Ahmad Beirami

* 22 pages, 5 figures 

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DVD: A Diagnostic Dataset for Multi-step Reasoning in Video Grounded Dialogue


Jan 01, 2021
Hung Le , Chinnadhurai Sankar , Seungwhan Moon , Ahmad Beirami , Alborz Geramifard , Satwik Kottur

* 16 pages,11 figures, 3 tables 

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