SCE: Scalable Consistency Ensembles Make Blackbox Large Language Model Generation More Reliable

Authors: Zhang, Jiaxin, Li, Zhuohang, Cui, Wendi, Das, Kamalika, malin, Bradley, Kumar, Sricharan

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2503.10881

A Consensus Privacy Metrics Framework for Synthetic Data

Authors: Pilgram, Lisa, Dankar, Fida K., Drechsler, Jorg, Elliot, Mark, Domingo-Ferrer, Josep, Francis, Paul, Kantarcioglu, Murat, Kong, Linglong, Malin, Bradley, Muralidhar, Krishnamurty, Myles, Puja, Prasser, Fabian, Raisaro, Jean Louis, Yan, Chao, Emam, Khaled El

Subject Terms: Computer Science - Cryptography and Security, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2503.04980

Towards Statistical Factuality Guarantee for Large Vision-Language Models

Authors: Li, Zhuohang, Yan, Chao, Jackson, Nicholas J., Cui, Wendi, Li, Bo, Zhang, Jiaxin, Malin, Bradley A.

Subject Terms: Computer Science - Machine Learning, Computer Science - Computation and Language, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2502.20560

Automatic Prompt Optimization via Heuristic Search: A Survey

Authors: Cui, Wendi, Zhang, Jiaxin, Li, Zhuohang, Sun, Hao, Lopez, Damien, Das, Kamalika, Malin, Bradley A., Kumar, Sricharan

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2502.18746

Scale-up Unlearnable Examples Learning with High-Performance Computing

Authors: Zhu, Yanfan, Lyngaas, Issac, Meena, Murali Gopalakrishnan, Koran, Mary Ellen I., Malin, Bradley, Moyer, Daniel, Bao, Shunxing, Kapadia, Anuj, Wang, Xiao, Landman, Bennett, Huo, Yuankai

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Distributed, Parallel, and Cluster Computing

Access URL: http://arxiv.org/abs/2501.06080

Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images

Authors: Zhang, Xiaoge, Wang, Tao, Yan, Chao, Najdawi, Fedaa, Zhou, Kai, Ma, Yuan, Cheung, Yiu-ming, Malin, Bradley A.

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2501.00053

Catalysts of Conversation: Examining Interaction Dynamics Between Topic Initiators and Commentors in Alzheimer's Disease Online Communities

Authors: Ni, Congning, Chen, Qingxia, Song, Lijun, Commiskey, Patricia, Song, Qingyuan, Malin, Bradley A., Yin, Zhijun

Subject Terms: Computer Science - Computers and Society, Computer Science - Computation and Language, Computer Science - Machine Learning, Statistics - Applications

Access URL: http://arxiv.org/abs/2412.13388

Do You Know What You Are Talking About? Characterizing Query-Knowledge Relevance For Reliable Retrieval Augmented Generation

Authors: Li, Zhuohang, Zhang, Jiaxin, Yan, Chao, Das, Kamalika, Kumar, Sricharan, Kantarcioglu, Murat, Malin, Bradley A.

Subject Terms: Computer Science - Computation and Language, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2410.08320

Bayes-Nash Generative Privacy Against Membership Inference Attacks

Authors: Zhang, Tao, Venkatesaraman, Rajagopal, De, Rajat K., Malin, Bradley A., Vorobeychik, Yevgeniy

Subject Terms: Computer Science - Cryptography and Security

Access URL: http://arxiv.org/abs/2410.07414

Environment Scan of Generative AI Infrastructure for Clinical and Translational Science

Authors: Idnay, Betina, Xu, Zihan, Adams, William G., Adibuzzaman, Mohammad, Anderson, Nicholas R., Bahroos, Neil, Bell, Douglas S., Bumgardner, Cody, Campion, Thomas, Castro, Mario, Cimino, James J., Cohen, I. Glenn, Dorr, David, Elkin, Peter L, Fan, Jungwei W., Ferris, Todd, Foran, David J., Hanauer, David, Hogarth, Mike, Huang, Kun, Kalpathy-Cramer, Jayashree, Kandpal, Manoj, Karnik, Niranjan S., Katoch, Avnish, Lai, Albert M., Lambert, Christophe G., Li, Lang, Lindsell, Christopher, Liu, Jinze, Lu, Zhiyong, Luo, Yuan, McGarvey, Peter, Mendonca, Eneida A., Mirhaji, Parsa, Murphy, Shawn, Osborne, John D., Paschalidis, Ioannis C., Harris, Paul A., Prior, Fred, Shaheen, Nicholas J., Shara, Nawar, Sim, Ida, Tachinardi, Umberto, Waitman, Lemuel R., Wright, Rosalind J., Zai, Adrian H., Zheng, Kai, Lee, Sandra Soo-Jin, Malin, Bradley A., Natarajan, Karthik, Price II, W. Nicholson, Zhang, Rui, Zhang, Yiye, Xu, Hua, Bian, Jiang, Weng, Chunhua, Peng, Yifan

Subject Terms: Computer Science - Computers and Society, Computer Science - Artificial Intelligence, Computer Science - Human-Computer Interaction

Access URL: http://arxiv.org/abs/2410.12793

Exploring User-level Gradient Inversion with a Diffusion Prior

Authors: Li, Zhuohang, Lowy, Andrew, Liu, Jing, Koike-Akino, Toshiaki, Malin, Bradley, Parsons, Kieran, Wang, Ye

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Cryptography and Security, Computer Science - Computer Vision and Pattern Recognition, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2409.07291

Analyzing Inference Privacy Risks Through Gradients in Machine Learning

Authors: Li, Zhuohang, Lowy, Andrew, Liu, Jing, Koike-Akino, Toshiaki, Parsons, Kieran, Malin, Bradley, Wang, Ye

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Cryptography and Security, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2408.16913

Differential Confounding Privacy and Inverse Composition

Authors: Zhang, Tao, Malin, Bradley A., Raviv, Netanel, Vorobeychik, Yevgeniy

Subject Terms: Computer Science - Cryptography and Security

Access URL: http://arxiv.org/abs/2408.12010

Adaptive Recruitment Resource Allocation to Improve Cohort Representativeness in Participatory Biomedical Datasets

Authors: Borza, Victor, Estornell, Andrew, Clayton, Ellen Wright, Ho, Chien-Ju, Rothman, Russell, Vorobeychik, Yevgeniy, Malin, Bradley

Subject Terms: Computer Science - Machine Learning, Computer Science - Computers and Society

Access URL: http://arxiv.org/abs/2408.01375

Dataset Representativeness and Downstream Task Fairness

Authors: Borza, Victor, Estornell, Andrew, Ho, Chien-Ju, Malin, Bradley, Vorobeychik, Yevgeniy

Subject Terms: Computer Science - Machine Learning, Computer Science - Computers and Society

Access URL: http://arxiv.org/abs/2407.00170

A Game-Theoretic Approach to Privacy-Utility Tradeoff in Sharing Genomic Summary Statistics

Authors: Zhang, Tao, Venkatesaramani, Rajagopal, De, Rajat K., Malin, Bradley A., Vorobeychik, Yevgeniy

Subject Terms: Computer Science - Cryptography and Security

Access URL: http://arxiv.org/abs/2406.01811

PhaseEvo: Towards Unified In-Context Prompt Optimization for Large Language Models

Authors: Cui, Wendi, Zhang, Jiaxin, Li, Zhuohang, Sun, Hao, Lopez, Damien, Das, Kamalika, Malin, Bradley, Kumar, Sricharan

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2402.11347

DCR-Consistency: Divide-Conquer-Reasoning for Consistency Evaluation and Improvement of Large Language Models

Authors: Cui, Wendi, Zhang, Jiaxin, Li, Zhuohang, Damien, Lopez, Das, Kamalika, Malin, Bradley, Kumar, Sricharan

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2401.02132

Privacy-Preserving Publishing of Individual-Level Pandemic Data Based on a Game Theoretic Model

Authors: Gourabathina, Abinitha, Wan, Zhiyu, Brown, J. Thomas, Yan, Chao, Malin, Bradley A.

Source: 2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) Bioinformatics and Biomedicine (BIBM), 2022 IEEE International Conference on. :961-968 Dec, 2022

Relation: 2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)

Leveraging Generative AI for Clinical Evidence Summarization Needs to Ensure Trustworthiness

Authors: Zhang, Gongbo, Jin, Qiao, McInerney, Denis Jered, Chen, Yong, Wang, Fei, Cole, Curtis L., Yang, Qian, Wang, Yanshan, Malin, Bradley A., Peleg, Mor, Wallace, Byron C., Lu, Zhiyong, Weng, Chunhua, Peng, Yifan

Subject Terms: Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2311.11211