Publications

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

2024

The Curious Case of Nonverbal Abstract Reasoning with Multi-Modal Large Language Models

Kian Ahrabian, Zhivar Sourati, Kexuan Sun, Jiarui Zhang, Yifan Jiang, Fred Morstatter, Jay Pujara
Conference on Language Modeling,  2024

Faithful Persona-based Conversational Dataset Generation with Large Language Models

Pegah Jandaghi, XiangHai Sheng, Xinyi Bai, Jay Pujara, Hakim Sidahmed
Findings of the Association for Computational Linguistics: ACL 2024,  2024

Discovering Likely Program Invariants for Persistent Memory

Zunchen Huang, Srivatsan Ravi, Chao Wang
Proceedings of the 39th IEEE/ACM International Conference on Automated …,  2024

FedGraph: A Research Library and Benchmark for Federated Graph Learning

Yuhang Yao, Yuan Li, Xinyi Fan, Junhao Li, Kay Liu, Weizhao Jin, Srivatsan Ravi, Philip S Yu, Carlee Joe-Wong
arXiv preprint arXiv:2410.06340,  2024

Secure federated learning for neuroimaging

Dimitris Stripelis, Umang Gupta, Hamza Saleem, Nikhil Dhinagar, Tanmay Ghai, Rafael Sanchez, Chrysovalantis Anastasiou, Armaghan Asghar, GV Steeg, Srivatsan Ravi
Patterns 5 (8),  2024

Feasibility of Privacy-Preserving Entity Resolution on Confidential Healthcare Datasets Using Homomorphic Encryption

Yixiang Yao, Joseph Cecil, Praveen Angyan, Neil Bahroos, Srivatsan Ravi
arXiv preprint arXiv:2405.18430,  2024

Privacy-preserving language model inference with instance obfuscation

Yixiang Yao, Fei Wang, Srivatsan Ravi, Muhao Chen
arXiv preprint arXiv:2402.08227,  2024

FedGCN: convergence-communication tradeoffs in federated training of graph convolutional networks

Yuhang Yao, Weizhao Jin, Srivatsan Ravi, Carlee Joe-Wong
Advances in neural information processing systems 36,  2024

Faith and fate: Limits of transformers on compositionality

Nouha Dziri, Ximing Lu, Melanie Sclar, Xiang Lorraine Li, Liwei Jiang, Bill Yuchen Lin, Sean Welleck, Peter West, Chandra Bhagavatula, Ronan Le Bras, Jena Hwang, Soumya Sanyal, Xiang Ren, Allyson Ettinger, Zaid Harchaoui, Yejin Choi
Advances in Neural Information Processing Systems 36,  2024

Swiftsage: A generative agent with fast and slow thinking for complex interactive tasks

Bill Yuchen Lin, Yicheng Fu, Karina Yang, Faeze Brahman, Shiyu Huang, Chandra Bhagavatula, Prithviraj Ammanabrolu, Yejin Choi, Xiang Ren
Advances in Neural Information Processing Systems 36,  2024

Minds versus machines: Rethinking entailment verification with language models

Soumya Sanyal, Tianyi Xiao, Jiacheng Liu, Wenya Wang, Xiang Ren
arXiv preprint arXiv:2402.03686,  2024

Self-discover: Large language models self-compose reasoning structures

Pei Zhou, Jay Pujara, Xiang Ren, Xinyun Chen, Heng-Tze Cheng, Quoc V Le, Ed Chi, Denny Zhou, Swaroop Mishra, Huaixiu Steven Zheng
arXiv preprint arXiv:2402.03620,  2024

Relying on the Unreliable: The Impact of Language Models' Reluctance to Express Uncertainty

Kaitlyn Zhou, Jena D Hwang, Xiang Ren, Maarten Sap
arXiv preprint arXiv:2401.06730,  2024

Towards real-time myocardial infarction diagnosis: a convergence of machine learning and ion-exchange membrane technologies leveraging miRNA signatures

Xiang Ren, Ruyu Zhou, George Ronan, S Gulberk Ozcebe, Jiaying Ji, Satyajyoti Senapati, Keith L March, Eileen Handberg, David Anderson, Carl J Pepine, Hsueh-Chia Chang, Fang Liu, Pinar Zorlutuna
Lab on a Chip 24 (23), 5203-5214,  2024

Attributing culture-conditioned generations to pretraining corpora

Huihan Li, Arnav Goel, Keyu He, Xiang Ren
arXiv preprint arXiv:2412.20760,  2024

In Search of the Long-Tail: Systematic Generation of Long-Tail Inferential Knowledge via Logical Rule Guided Search

Huihan Li, Yuting Ning, Zeyi Liao, Siyuan Wang, Xiang Lorraine Li, Ximing Lu, Wenting Zhao, Faeze Brahman, Yejin Choi, Xiang Ren
Proceedings of the 2024 Conference on Empirical Methods in Natural Language …,  2024

Diverging Preferences: When do Annotators Disagree and do Models Know?

Michael JQ Zhang, Zhilin Wang, Jena D Hwang, Yi Dong, Olivier Delalleau, Yejin Choi, Eunsol Choi, Xiang Ren, Valentina Pyatkin
arXiv preprint arXiv:2410.14632,  2024

WildVis: Open Source Visualizer for Million-Scale Chat Logs in the Wild

Yuntian Deng, Wenting Zhao, Jack Hessel, Xiang Ren, Claire Cardie, Yejin Choi
arXiv preprint arXiv:2409.03753,  2024

Rethinking Backdoor Detection Evaluation for Language Models

Jun Yan, Wenjie Jacky Mo, Xiang Ren, Robin Jia
arXiv preprint arXiv:2409.00399,  2024