Sourav Chakraborty
11 papers · 2019–2026 · 6 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Gold πΊοΈ Taxonomy Completionist (21)
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Keyword Champion
(5)
ποΈ
Keyword Collector
(54)
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Century Club Β· Bronze
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Conference Pioneer
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Renaissance Researcher
(6)
Top co-authors
Research topics
Machine Learning
(7)
Mathematics & Optimization
(7)
Optimization & Theory
(6)
Optimization
(5)
Artificial Intelligence
(4)
Computer Science
(4)
Foundations
(4)
Learning Types
(3)
Mathematics
(3)
Reinforcement Learning
(2)
Bayesian & Probabilistic
(2)
Data Science & Analytics
(1)
Knowledge & Reasoning
(1)
Core AI
(1)
Learning Paradigms
(1)
Keywords
distribution testing
(6)
sampler testing
(5)
probability distribution
(2)
query complexity
(2)
approximate counting
(2)
sampler verification
(2)
spectral radius
(1)
message passing
(1)
sequential decision making
(1)
parallel algorithm
(1)
vc dimension
(1)
probabilistic sampling
(1)
probabilistic reasoning
(1)
multi-armed bandit
(1)
streaming algorithm
(1)
regret bound
(1)
approximation algorithm
(1)
randomized algorithm
(1)
distance estimation
(1)
sample complexity
(1)
Papers
A Unified Framework for Locality in Scalable MARL
L4DC 2026
Flickering Multi-Armed Bandits
L4DC 2026
Instance Dependent Testing of Samplers Using Interval Conditioning
AAAI 2026
Equivalence Testing: The Power of Bounded Adaptivity
AISTATS 2024
Testing Self-Reducible Samplers
AAAI 2024
Engineering an Efficient Approximate DNF-Counter
IJCAI 2023
Testing of Horn Samplers
AISTATS 2023
Testing of Index-Invariant Properties in the Huge Object Model
COLT 2023
On Verifying Expectations and Observations of Intelligent Agents
IJCAI 2022
On Testing of Samplers
NeurIPS 2020
On Testing of Uniform Samplers
AAAI 2019