Tosca Lechner
11 papers · 2020–2026 · 6 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (6) π Academic Marathon (5)
π
Cross-Pollinator
(4)
πΊοΈ
Taxonomy Completionist
(13)
π₯
Unstoppable
(6)
β
The Questioner
Conferences
ALT (3)
COLT (2)
ICML (2)
NIPS (2)
AAAI (1)
UAI (1)
Top co-authors
Keywords
distribution learning
(3)
strategic classification
(2)
pac learning
(2)
sample complexity
(2)
conformal prediction
(1)
interactive learning
(1)
transfer learning
(1)
game theory
(1)
uncertainty quantification
(1)
compression scheme
(1)
batch learning
(1)
selective classification
(1)
robust learning
(1)
mistake bound
(1)
robust classifier
(1)
perturbation set
(1)
pac learnability
(1)
user manipulation
(1)
manipulation structure
(1)
adversarial manipulation
(1)
Papers
Discriminative Feature Feedback with General Teacher Classes
ALT 2026
No Scale Sensitive Dimension for Distribution Learning
ALT 2026
On the Learnability of Distribution Classes with Adaptive Adversaries
ICML 2025
Inherent limitations of dimensions for characterizing learnability of distribution classes
COLT 2024
Distribution Learnability and Robustness
NIPS 2023
Adversarially Robust Learning with Uncertain Perturbation Sets
NIPS 2023
Strategic Classification with Unknown User Manipulations
ICML 2023
Learning Losses for Strategic Classification
AAAI 2022
Open Problem: Are all VC-classes CPAC learnable?
COLT 2021
Identifying regions of trusted predictions
UAI 2021
On Learnability wih Computable Learners
ALT 2020