| 2023 | Exploration in Linear Bandits with Rich Action Sets and its Implications for Inference. | Debangshu Banerjee, Avishek Ghosh, Sayak Ray Chowdhury, Aditya Gopalan |
| 2023 | Testing of Horn Samplers. | Ansuman Banerjee, Shayak Chakraborty, Sourav Chakraborty, Kuldeep S. Meel, Uddalok Sarkar, Sayantan Sen |
| 2023 | Nash Equilibria and Pitfalls of Adversarial Training in Adversarial Robustness Games. | Maria-Florina Balcan, Rattana Pukdee, Pradeep Ravikumar, Hongyang Zhang |
| 2023 | Large deviations rates for stochastic gradient descent with strongly convex functions. | Dragana Bajovic, Dusan Jakovetic, Soummya Kar |
| 2023 | Estimating Total Correlation with Mutual Information Estimators. | Ke Bai, Pengyu Cheng, Weituo Hao, Ricardo Henao, Larry Carin |
| 2023 | Improving Adversarial Robustness via Joint Classification and Multiple Explicit Detection Classes. | Sina Baharlouei, Fatemeh Sheikholeslami, Meisam Razaviyayn, Zico Kolter |
| 2023 | A Mini-Block Fisher Method for Deep Neural Networks. | Achraf Bahamou, Donald Goldfarb, Yi Ren |
| 2023 | Deep Value Function Networks for Large-Scale Multistage Stochastic Programs. | Hyunglip Bae, Jinkyu Lee, Woo Chang Kim, Yongjae Lee |
| 2023 | TS-UCB: Improving on Thompson Sampling With Little to No Additional Computation. | Jackie Baek, Vivek F. Farias |
| 2023 | Gaussian Processes on Distributions based on Regularized Optimal Transport. | Franois Bachoc, Louis Bthune, Alberto Gonzlez-Sanz, Jean-Michel Loubes |
| 2023 | Randomized geometric tools for anomaly detection in stock markets. | Cyril Bachelard, Apostolos Chalkis, Vissarion Fisikopoulos, Elias P. Tsigaridas |
| 2023 | Second Order Path Variationals in Non-Stationary Online Learning. | Dheeraj Baby, Yu-Xiang Wang |
| 2023 | Overcoming Prior Misspecification in Online Learning to Rank. | Javad Azizi, Ofer Meshi, Masrour Zoghi, Maryam Karimzadehgan |
| 2023 | Fast Computation of Branching Process Transition Probabilities via ADMM. | Achal Awasthi, Jason Xu |
| 2023 | Theoretically Grounded Loss Functions and Algorithms for Adversarial Robustness. | Pranjal Awasthi, Anqi Mao, Mehryar Mohri, Yutao Zhong |
| 2023 | Theory and Algorithm for Batch Distribution Drift Problems. | Pranjal Awasthi, Corinna Cortes, Christopher Mohri |
| 2023 | Computing Abductive Explanations for Boosted Trees. | Gilles Audemard, Jean-Marie Lagniez, Pierre Marquis, Nicolas Szczepanski |
| 2023 | qEUBO: A Decision-Theoretic Acquisition Function for Preferential Bayesian Optimization. | Raul Astudillo, Zhiyuan (Jerry) Lin, Eytan Bakshy, Peter I. Frazier |
| 2023 | Root Cause Identification for Collective Anomalies in Time Series given an Acyclic Summary Causal Graph with Loops. | Charles K. Assaad, Imad Ez-zejjari, Lei Zan |
| 2023 | Is interpolation benign for random forest regression? | Ludovic Arnould, Claire Boyer, Erwan Scornet |
| 2023 | Vector Optimization with Stochastic Bandit Feedback. | agin Ararat, Cem Tekin |
| 2023 | Mixed-Effect Thompson Sampling. | Imad Aouali, Branislav Kveton, Sumeet Katariya |
| 2023 | Combining Graphical and Algebraic Approaches for Parameter Identification in Latent Variable Structural Equation Models. | Ankur Ankan, Inge M. N. Wortel, Kenneth Bollen, Johannes Textor |
| 2023 | Clustering above Exponential Families with Tempered Exponential Measures. | Ehsan Amid, Richard Nock, Manfred K. Warmuth |
| 2023 | Fixing by Mixing: A Recipe for Optimal Byzantine ML under Heterogeneity. | Youssef Allouah, Sadegh Farhadkhani, Rachid Guerraoui, Nirupam Gupta, Rafael Pinot, John Stephan |