Tosca Lechner

22 papers A* 8A 1B 1Journal 9Unranked 3
YearRankTypeTitle / Venue / Authors
2025 J jnl
Discriminative Feature Feedback with General Teacher Classes.
CoRR
Omri Bar Oz, Tosca Lechner, Sivan Sabato
2025 J jnl
On the Computability of Multiclass PAC Learning.
CoRR
Pascale Gourdeau, Tosca Lechner, Ruth Urner
2025 A* conf
On the Learnability of Distribution Classes with Adaptive Adversaries.
ICML
Tosca Lechner, Alex Bie, Gautam Kamath
2025 J jnl
On the Learnability of Distribution Classes with Adaptive Adversaries.
CoRR
Tosca Lechner, Alex Bie, Gautam Kamath
2024 J jnl
Distribution Learnability and Robustness.
CoRR
Shai Ben-David, Alex Bie, Gautam Kamath, Tosca Lechner
2024 A* conf
Inherent limitations of dimensions for characterizing learnability of distribution classes.
COLT
Tosca Lechner, Shai Ben-David
2024 A* conf
On the Computability of Robust PAC Learning.
COLT
Pascale Gourdeau, Tosca Lechner, Ruth Urner
2024 J jnl
On the Computability of Robust PAC Learning.
CoRR
Pascale Gourdeau, Tosca Lechner, Ruth Urner
2024 — conf
Score Design for Multi-Criteria Incentivization.
FORC
Anmol Kabra, Mina Karzand, Tosca Lechner, Nati Srebro, Serena Wang
2024 J jnl
Score Design for Multi-Criteria Incentivization.
CoRR
Anmol Kabra, Mina Karzand, Tosca Lechner, Nathan Srebro, Serena Wang
2023 A* conf
Adversarially Robust Learning with Uncertain Perturbation Sets.
NeurIPS
Tosca Lechner, Vinayak Pathak, Ruth Urner
2023 A* conf
Distribution Learnability and Robustness.
NeurIPS
Shai Ben-David, Alex Bie, Gautam Kamath, Tosca Lechner
2023 J jnl
Impossibility of Characterizing Distribution Learning - a simple solution to a long-standing problem.
CoRR
Tosca Lechner, Shai Ben-David
2023 A* conf
Strategic Classification with Unknown User Manipulations.
ICML
Tosca Lechner, Ruth Urner, Shai Ben-David
2022 — conf
Inherent Limitations of Multi-Task Fair Representations.
CoLLAs
Tosca Lechner, Shai Ben-David
2022 A* conf
Learning Losses for Strategic Classification.
AAAI
Tosca Lechner, Ruth Urner
2022 J jnl
Learning Losses for Strategic Classification.
CoRR
Tosca Lechner, Ruth Urner
2021 — conf
Classification Confidence Scores with Point-wise Guarantees.
SafeAI@AAAI
Nivasini Ananthakrishnan, Shai Ben-David, Tosca Lechner
2021 A conf
Identifying regions of trusted predictions.
UAI
Nivasini Ananthakrishnan, Shai Ben-David, Tosca Lechner, Ruth Urner
2021 J jnl
Impossibility results for fair representations.
CoRR
Tosca Lechner, Shai Ben-David, Sushant Agarwal, Nivasini Ananthakrishnan
2021 A* conf
Open Problem: Are all VC-classes CPAC learnable?
COLT
Sushant Agarwal, Nivasini Ananthakrishnan, Shai Ben-David, Tosca Lechner, Ruth Urner
2020 B conf
On Learnability wih Computable Learners.
ALT
Sushant Agarwal, Nivasini Ananthakrishnan, Shai Ben-David, Tosca Lechner, Ruth Urner