output
20142025
most citedDeep Learning with Differential Privacy

6.3k citations

Showing 2023Show all

7 papers · 1 filter

cond-mat.soft2023★ 24 cited

Programmable patchy particles for materials design

Ella M. King, Chrisy Xiyu Du, Qian-Ze Zhu +2

Direct design of complex functional materials would revolutionize technologies ranging from printable organs to novel clean energy devices. However, even incremental steps towards…

cs.LG2023★ 1 cited

Multi-Group Fairness Evaluation via Conditional Value-at-Risk Testing

Lucas Monteiro Paes, Ananda Theertha Suresh, Alex Beutel +2

Machine learning (ML) models used in prediction and classification tasks may display performance disparities across population groups determined by sensitive attributes (e.g., race…

cs.LG2023★ 12 cited

Relax: Composable Abstractions for End-to-End Dynamic Machine Learning

Ruihang Lai, Junru Shao, Siyuan Feng +16

Dynamic shape computations have become critical in modern machine learning workloads, especially in emerging large language models. The success of these models has driven the deman…

cs.IR2023★ 11 cited

Learning from Negative User Feedback and Measuring Responsiveness for Sequential Recommenders

Yueqi Wang, Yoni Halpern, Shuo Chang +9

Sequential recommenders have been widely used in industry due to their strength in modeling user preferences. While these models excel at learning a user's positive interests, less…

cs.CY2023★ 3 cited

Evaluating the Social Impact of Generative AI Systems in Systems and Society

Irene Solaiman, Zeerak Talat, William Agnew +28

Generative AI systems across modalities, ranging from text (including code), image, audio, and video, have broad social impacts, but there is no official standard for means of eval…

quant-ph2023★ 4 cited

A Qubit, a Coin, and an Advice String Walk Into a Relational Problem

Scott Aaronson, Harry Buhrman, William Kretschmer

Relational problems (those with many possible valid outputs) are different from decision problems, but it is easy to forget just how different. This paper initiates the study of FB…