Advait Parulekar
4 papers · 2022–2024 · 4 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (4) π Cross-Pollinator (8) π Renaissance Researcher (5)
πΊοΈ
Taxonomy Completionist
(16)
Conferences
AISTATS (1)
COLT (1)
ICML (1)
NIPS (1)
Top co-authors
Keywords
regret bound
(2)
representation learning
(1)
contrastive learning
(1)
reinforcement learning
(1)
model misspecification
(1)
in-context learning
(1)
policy learning
(1)
linear function approximation
(1)
stochastic shortest path
(1)
contextual bandit
(1)
sublinear regret
(1)
regression task
(1)
softmax attention
(1)
function lipschitzness
(1)
nearest-neighbor predictor
(1)
pretraining task
(1)
stationary policy
(1)
linear markov decision process
(1)
infonce loss
(1)
cluster-preserving representation
(1)
Papers
In-Context Learning with Transformers: Softmax Attention Adapts to Function Lipschitzness
NIPS 2024
InfoNCE Loss Provably Learns Cluster-Preserving Representations
COLT 2023
Improved Algorithms for Misspecified Linear Markov Decision Processes
AISTATS 2022
Regret Bounds for Stochastic Shortest Path Problems with Linear Function Approximation
ICML 2022