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Formal limitations of sample-wise information-theoretic generalization bounds



Hrayr Harutyunyan , Greg Ver Steeg , Aram Galstyan


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Robust Conversational Agents against Imperceptible Toxicity Triggers



Ninareh Mehrabi , Ahmad Beirami , Fred Morstatter , Aram Galstyan


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Bounding the Effects of Continuous Treatments for Hidden Confounders



Myrl G. Marmarelis , Greg Ver Steeg , Aram Galstyan


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On the Intrinsic and Extrinsic Fairness Evaluation Metrics for Contextualized Language Representations



Yang Trista Cao , Yada Pruksachatkun , Kai-Wei Chang , Rahul Gupta , Varun Kumar , Jwala Dhamala , Aram Galstyan

* ACL 2022 

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Mitigating Gender Bias in Distilled Language Models via Counterfactual Role Reversal



Umang Gupta , Jwala Dhamala , Varun Kumar , Apurv Verma , Yada Pruksachatkun , Satyapriya Krishna , Rahul Gupta , Kai-Wei Chang , Greg Ver Steeg , Aram Galstyan

* To appear in the Findings of ACL 2022 

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Inferring topological transitions in pattern-forming processes with self-supervised learning



Marcin Abram , Keith Burghardt , Greg Ver Steeg , Aram Galstyan , Remi Dingreville

* 15 pages, 5 figures 

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DEAM: Dialogue Coherence Evaluation using AMR-based Semantic Manipulations



Sarik Ghazarian , Nuan Wen , Aram Galstyan , Nanyun Peng

* Association for Computational Linguistics (ACL 2022) 

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Failure Modes of Domain Generalization Algorithms



Tigran Galstyan , Hrayr Harutyunyan , Hrant Khachatrian , Greg Ver Steeg , Aram Galstyan


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Implicit SVD for Graph Representation Learning



Sami Abu-El-Haija , Hesham Mostafa , Marcel Nassar , Valentino Crespi , Greg Ver Steeg , Aram Galstyan

* Advances in Neural Information Processing Systems (NeurIPS) 2021 

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Hamiltonian Dynamics with Non-Newtonian Momentum for Rapid Sampling



Greg Ver Steeg , Aram Galstyan

* 31 pages, 19 figures. Advances in Neural Information Processing (NeurIPS), 2021 

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