Nishant A. Mehta
8 papers · 2013–2024 · 5 conferences · across top CS/AI conferences
Achievements
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🗺️ Taxonomy Completionist (18) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (5) 🏃 Academic Marathon (11)
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Hot Topic Early Bird
🐝
Cross-Pollinator
(13)
📈
Trend Setter
🚀
Conference Pioneer
Conferences
JMLR (3)
AISTATS (2)
ALT (1)
COLT (1)
UAI (1)
Top co-authors
Keywords
regret bound
(3)
empirical risk minimization
(3)
multi-armed bandit
(3)
statistical learning
(2)
excess risk bound
(2)
online learning
(2)
loss function
(2)
rademacher complexity
(1)
ucb algorithm
(1)
thompson sampling
(1)
stochastic mixability
(1)
higher-order statistics
(1)
convergence rate
(1)
heavy-tailed distribution
(1)
linear bandit
(1)
stochastic bandit
(1)
piecewise constant reward
(1)
learning halfspace
(1)
scalable algorithm
(1)
machine learning library
(1)
Papers
Open Problem: Optimal Rates for Stochastic Decision-Theoretic Online Learning Under Differentially Privacy
COLT 2024
Thresholded linear bandits
AISTATS 2023
Fast Rates for General Unbounded Loss Functions: From ERM to Generalized Bayes
JMLR 2020
Multi-Observation Regression
AISTATS 2019
A tight excess risk bound via a unified PAC-Bayesian–Rademacher–Shtarkov–MDL complexity
ALT 2019
Problem-dependent Regret Bounds for Online Learning with Feedback Graphs
UAI 2019
Fast Rates in Statistical and Online Learning
JMLR 2015
MLPACK: A Scalable C++ Machine Learning Library
JMLR 2013