Alexander Meinke
6 papers · 2020–2024 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(13)
Venues
Top co-authors
Research topics
Keywords
out-of-distribution detection
(4)
uncertainty quantification
(3)
adversarial robustness
(2)
instruction following
(1)
ai safety
(1)
interval bound propagation
(1)
energy-based model
(1)
uncertainty estimation
(1)
situational awareness
(1)
model self-awareness
(1)
behavioral testing
(1)
relu network
(1)
worst-case guarantee
(1)
confidence score
(1)
confidence prediction
(1)
provable guarantee
(1)
out-of-distribution training data
(1)
binary discrimination
(1)
model self-knowledge
(1)
benchmark evaluation
(1)
Papers
Me, Myself, and AI: The Situational Awareness Dataset (SAD) for LLMs
NeurIPS 2024
Breaking Down Out-of-Distribution Detection: Many Methods Based on OOD Training Data Estimate a Combination of the Same Core Quantities
ICML 2022
Provably Adversarially Robust Detection of Out-of-Distribution Data (Almost) for Free
NeurIPS 2022
Adversarial Robustness on In- and Out-Distribution Improves Explainability
ECCV 2020
Certifiably Adversarially Robust Detection of Out-of-Distribution Data
NeurIPS 2020
Towards neural networks that provably know when they don't know
ICLR 2020