Tosca Lechner

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 17

Top Topics

Class Conditional

Confidence Scores

Uniform Distribution

Top Venues

Publications

Pascale Gourdeau, Tosca Lechner, Ruth Urner
On the Computability of Robust PAC Learning. COLT (2024)
Tosca Lechner, Shai Ben-David
Inherent limitations of dimensions for characterizing learnability of distribution classes. COLT (2024)
Anmol Kabra, Mina Karzand, Tosca Lechner, Nati Srebro, Serena Lutong Wang
Score Design for Multi-Criteria Incentivization. FORC (2024)
Shai Ben-David, Alex Bie, Gautam Kamath, Tosca Lechner
Distribution Learnability and Robustness. CoRR (2024)
Pascale Gourdeau, Tosca Lechner, Ruth Urner
On the Computability of Robust PAC Learning. CoRR (2024)
Shai Ben-David, Alex Bie, Gautam Kamath, Tosca Lechner
Distribution Learnability and Robustness. NeurIPS (2023)
Tosca Lechner, Shai Ben-David
Impossibility of Characterizing Distribution Learning - a simple solution to a long-standing problem. CoRR (2023)
Tosca Lechner, Vinayak Pathak, Ruth Urner
Adversarially Robust Learning with Uncertain Perturbation Sets. NeurIPS (2023)
Tosca Lechner, Ruth Urner, Shai Ben-David
Strategic Classification with Unknown User Manipulations. ICML (2023)
Tosca Lechner, Shai Ben-David
Inherent Limitations of Multi-Task Fair Representations. CoLLAs (2022)
Tosca Lechner, Ruth Urner
Learning Losses for Strategic Classification. CoRR (2022)
Tosca Lechner, Ruth Urner
Learning Losses for Strategic Classification. AAAI (2022)
Sushant Agarwal, Nivasini Ananthakrishnan, Shai Ben-David, Tosca Lechner, Ruth Urner
Open Problem: Are all VC-classes CPAC learnable? COLT (2021)
Nivasini Ananthakrishnan, Shai Ben-David, Tosca Lechner
Classification Confidence Scores with Point-wise Guarantees. SafeAI@AAAI (2021)
Nivasini Ananthakrishnan, Shai Ben-David, Tosca Lechner, Ruth Urner
Identifying regions of trusted predictions. UAI (2021)
Tosca Lechner, Shai Ben-David, Sushant Agarwal, Nivasini Ananthakrishnan
Impossibility results for fair representations. CoRR (2021)
Sushant Agarwal, Nivasini Ananthakrishnan, Shai Ben-David, Tosca Lechner, Ruth Urner
On Learnability wih Computable Learners. ALT (2020)