Jekyll2026-05-05T08:43:03+00:00https://proceedings.mlr.press/v313/feed.xmlProceedings of Machine Learning ResearchProceedings of The 37th International Conference on Algorithmic Learning Theory
Held in Fields Institute, Toronto, Canada on 23-26 February 2026
Published as Volume 313 by the Proceedings of Machine Learning Research on 05 May 2026.
Volume Edited by:
Matus Telgarsky
Jonathan Ullman
Series Editors:
Neil D. Lawrence
PMLREfficient and Provable Algorithms for Covariate Shift2026-05-05T00:00:00+00:002026-05-05T00:00:00+00:00https://proceedings.mlr.press/v313/adil26a[{"given"=>"Deeksha", "family"=>"Adil"}, {"given"=>"Jaroslaw", "family"=>"Blasiok"}]Convex optimization with $p$-norm oracles2026-05-05T00:00:00+00:002026-05-05T00:00:00+00:00https://proceedings.mlr.press/v313/adil26b[{"given"=>"Deeksha", "family"=>"Adil"}, {"given"=>"Brian", "family"=>"Bullins"}, {"given"=>"Arun", "family"=>"Jambulapati"}, {"given"=>"Aaron", "family"=>"Sidford"}]Eventually LIL Regret: Almost Sure $\ln\ln T$ Regret for a sub-Gaussian Mixture on Unbounded Data2026-05-05T00:00:00+00:002026-05-05T00:00:00+00:00https://proceedings.mlr.press/v313/agrawal26a[{"given"=>"Shubhada", "family"=>"Agrawal"}, {"given"=>"Aaditya", "family"=>"Ramdas"}]Learning from Synthetic Data: Limitations of ERM2026-05-05T00:00:00+00:002026-05-05T00:00:00+00:00https://proceedings.mlr.press/v313/amin26a[{"given"=>"Kareem", "family"=>"Amin"}, {"given"=>"Alex", "family"=>"Bie"}, {"given"=>"Weiwei", "family"=>"Kong"}, {"given"=>"Umar", "family"=>"Syed"}, {"given"=>"Sergei", "family"=>"Vassilvitskii"}]Group-realizable multi-group learning by minimizing empirical risk2026-05-05T00:00:00+00:002026-05-05T00:00:00+00:00https://proceedings.mlr.press/v313/ardeshir26a[{"given"=>"Navid", "family"=>"Ardeshir"}, {"given"=>"Samuel", "family"=>"Deng"}, {"given"=>"Daniel", "family"=>"Hsu"}, {"given"=>"Jingwen", "family"=>"Liu"}]Robust Online Learning2026-05-05T00:00:00+00:002026-05-05T00:00:00+00:00https://proceedings.mlr.press/v313/ashkezari26a[{"given"=>"Sajad", "family"=>"Ashkezari"}]On the Hardness of Learning Regular Expressions2026-05-05T00:00:00+00:002026-05-05T00:00:00+00:00https://proceedings.mlr.press/v313/attias26a[{"given"=>"Idan", "family"=>"Attias"}, {"given"=>"Lev", "family"=>"Reyzin"}, {"given"=>"Nathan", "family"=>"Srebro"}, {"given"=>"Gal", "family"=>"Vardi"}]Reward Selection with Noisy Observations2026-05-05T00:00:00+00:002026-05-05T00:00:00+00:00https://proceedings.mlr.press/v313/azizzadenesheli26a[{"given"=>"Kamyar", "family"=>"Azizzadenesheli"}, {"given"=>"Trung", "family"=>"Dang"}, {"given"=>"Aranyak", "family"=>"Mehta"}, {"given"=>"Alexandros", "family"=>"Psomas"}, {"given"=>"Qian", "family"=>"Zhang"}]Discriminative Feature Feedback with General Teacher Classes2026-05-05T00:00:00+00:002026-05-05T00:00:00+00:00https://proceedings.mlr.press/v313/bar-oz26a[{"given"=>"Omri", "family"=>"Bar Oz"}, {"given"=>"Tosca", "family"=>"Lechner"}, {"given"=>"Sivan", "family"=>"Sabato"}]Predictive inference for time series: why is split conformal effective despite temporal dependence?2026-05-05T00:00:00+00:002026-05-05T00:00:00+00:00https://proceedings.mlr.press/v313/barber26a[{"given"=>"Rina Foygel", "family"=>"Barber"}, {"given"=>"Ashwin", "family"=>"Pananjady"}]