Lechner, Tosca

10 publications

ICML 2025 On the Learnability of Distribution Classes with Adaptive Adversaries Tosca Lechner, Alex Bie, Gautam Kamath

COLT 2024 Inherent Limitations of Dimensions for Characterizing Learnability of Distribution Classes Tosca Lechner, Shai Ben-David

NeurIPS 2023 Adversarially Robust Learning with Uncertain Perturbation Sets Tosca Lechner, Vinayak Pathak, Ruth Urner

NeurIPS 2023 Distribution Learnability and Robustness Shai Ben-David, Alex Bie, Gautam Kamath, Tosca Lechner

ICML 2023 Strategic Classification with Unknown User Manipulations Tosca Lechner, Ruth Urner, Shai Ben-David

CoLLAs 2022 Inherent Limitations of Multi-Task Fair Representations Tosca Lechner, Shai Ben-David

AAAI 2022 Learning Losses for Strategic Classification Tosca Lechner, Ruth Urner

UAI 2021 Identifying Regions of Trusted Predictions Nivasini Ananthakrishnan, Shai Ben-David, Tosca Lechner, Ruth Urner

COLT 2021 Open Problem: Are All VC-Classes CPAC Learnable? Sushant Agarwal, Nivasini Ananthakrishnan, Shai Ben-David, Tosca Lechner, Ruth Urner

ALT 2020 On Learnability Wih Computable Learners Sushant Agarwal, Nivasini Ananthakrishnan, Shai Ben-David, Tosca Lechner, Ruth Urner