Timothy A Mann
6 papers · 2014–2022 · 2 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Bronze 🏃 Academic Marathon · Sprint 🗺️ Taxonomy Completionist (16) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Bronze
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The Questioner
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Trend Setter
Venues
Top co-authors
Research topics
Keywords
data augmentation
(3)
reinforcement learning
(3)
adversarial robustness
(2)
adversarial training
(2)
domain generalization
(1)
sample complexity
(1)
markov decision process
(1)
value function approximation
(1)
temporal abstraction
(1)
concentration inequality
(1)
lifelong learning
(1)
generative model
(1)
transition kernel
(1)
hardness measure
(1)
image corruption
(1)
skill learning
(1)
confidence interval
(1)
robust overfitting
(1)
monte carlo method
(1)
option framework
(1)
Papers
Defending Against Image Corruptions Through Adversarial Augmentations
ICLR 2022
Data Augmentation Can Improve Robustness
NeurIPS 2021
Improving Robustness using Generated Data
NeurIPS 2021
Adaptive Temporal-Difference Learning for Policy Evaluation with Per-State Uncertainty Estimates
NeurIPS 2019
Adaptive Skills Adaptive Partitions (ASAP)
NeurIPS 2016
How hard is my MDP?" The distribution-norm to the rescue"
NeurIPS 2014