Publications

This section contains publications published by ISI over the past several decades.

2023

Partial identification of dose responses with hidden confounders

Myrl G Marmarelis, Elizabeth Haddad, Andrew Jesson, Neda Jahanshad, Aram Galstyan, Greg Ver Steeg
Uncertainty in Artificial Intelligence, 1368-1379,  2023

Toward More Accurate and Generalizable Evaluation Metrics for Task-Oriented Dialogs

Abishek Komma, Nagesh Panyam Chandrasekarasastry, Timothy Leffel, Anuj Goyal, Angeliki Metallinou, Spyros Matsoukas, Aram Galstyan
The 61st Annual Meeting Of The Association For Computational Linguistics …,  2023

Resolving ambiguities in text-to-image generative models

Ninareh Mehrabi, Palash Goyal, Apurv Verma, Jwala Dhamala, Varun Kumar, Qian Hu, Kai-Wei Chang, Richard Zemel, Aram Galstyan, Rahul Gupta
Proceedings of the 61st Annual Meeting of the Association for Computational …,  2023

“I’m fully who I am”: Towards centering transgender and non-binary voices to measure biases in open language generation

Anaelia Ovalle, Palash Goyal, Jwala Dhamala, Zachary Jaggers, Kai-Wei Chang, Aram Galstyan, Richard Zemel, Rahul Gupta
Proceedings of the 2023 ACM Conference on Fairness, Accountability, and …,  2023

Multi-task knowledge enhancement for zero-shot and multi-domain recommendation in an AI assistant application

Elan Markowitz, Ziyan Jiang, Fan Yang, Xing Fan, Tony Chen, Greg Ver Steeg, Aram Galstyan
arXiv preprint arXiv:2306.06302,  2023

Jointly Reparametrized Multi-Layer Adaptation for Efficient and Private Tuning

Umang Gupta, Aram Galstyan, Greg Ver Steeg
Findings of the Association for Computational Linguistics: ACL 2023,  2023

History Repeats: Overcoming Catastrophic Forgetting For Event-Centric Temporal Knowledge Graph Completion

Mehrnoosh Mirtaheri, Mohammad Rostami, Aram Galstyan
Findings of the Association for Computational Linguistics: ACL 2023,  2023

ParaAMR: A large-scale syntactically diverse paraphrase dataset by AMR back-translation

Kuan-Hao Huang, Varun Iyer, I Hsu, Anoop Kumar, Kai-Wei Chang, Aram Galstyan
Proceedings of the 61st Annual Meeting of the Association for Computational …,  2023

Neural Architecture Search for Parameter-Efficient Fine-tuning of Large Pre-trained Language Models

Neal Lawton, Anoop Kumar, Govind Thattai, Aram Galstyan, Greg Ver Steeg
Findings of the Association for Computational Linguistics: ACL 2023,  2023

Graph meets LLM: A novel approach to collaborative filtering for robust conversational understanding

Zheng Chen, Ziyan Jiang, Fan Yang, Eunah Cho, Xing Fan, Xiaojiang Huang, Yanbin Lu, Aram Galstyan
arXiv preprint arXiv:2305.14449,  2023

Measuring and mitigating local instability in deep neural networks

Arghya Datta, Subhrangshu Nandi, Jingcheng Xu, Greg Ver Steeg, He Xie, Anoop Kumar, Aram Galstyan
arXiv preprint arXiv:2305.10625,  2023

ACCENT: An Automatic Event Commonsense Evaluation Metric for Open-Domain Dialogue Systems

Sarik Ghazarian, Yijia Shao, Rujun Han, Aram Galstyan, Nanyun Peng
Proceedings of the 61st Annual Meeting of the Association for Computational …,  2023

Incorporating Fairness in Large Scale NLU Systems

Rahul Gupta, Lisa Bauer, Kai-Wei Chang, Jwala Dhamala, Aram Galstyan, Palash Goyal, Qian Hu, Avni Khatri, Rohit Parimi, Charith Peris, Apurv Verma, Richard Zemel, Prem Natarajan
Proceedings of the Sixteenth ACM International Conference on Web Search and …,  2023

Overcoming Concept Shift in Domain-Aware Settings through Consolidated Internal Distributions

Mohammad Rostami, Aram Galstyan
Thirty-Seventh AAAI Conference on Artificial Intelligence,  2023

An analysis of the effects of decoding algorithms on fairness in open-ended language generation

Jwala Dhamala, Varun Kumar, Rahul Gupta, Kai-Wei Chang, Aram Galstyan
2022 IEEE Spoken Language Technology Workshop (SLT), 655-662,  2023

Online continual learning for progressive distribution shift (OCL-PDS): A practitioner’s perspective

Runtian Zhai, Stefan Schroedl, Aram Galstyan, Anoop Kumar, Greg Ver Steeg, Pradeep Natarajan

Zero-shot cross-lingual sequence tagging as Seq2Seq generation for joint intent classification and slot filling

Fei Wang, Kuan-Hao Huang, Anoop Kumar, Aram Galstyan, Greg Ver Steeg, Kai-Wei Chang

ACQUIRED: A dataset for answering counterfactual questions in real-life videos

Te-Lin Wu, Zi-Yi Dou, Qingyuan Hu, Yu Hou, Nischal Reddy Chandra, Marjorie Freedman, Ralph M Weischedel, Nanyun Peng
arXiv preprint arXiv:2311.01620,  2023

Remember what you did so you know what to do next

Manuel R Ciosici, Alex Hedges, Yash Kankanampati, Justin Martin, Marjorie Freedman, Ralph Weischedel
arXiv preprint arXiv:2311.01468,  2023