Saravanan Kandasamy
7 papers · 2018–2024 · 5 conferences · across top CS/AI conferences
Achievements
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π§ Keyword Pioneer πΊοΈ Taxonomy Completionist (10) π£ Hot Topic Early Bird π Conference Polyglot (5) π Academic Marathon (6)
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Interdisciplinary Bridge
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Cross-Pollinator
(10)
π₯
Unstoppable
(7)
π
Conference Pioneer
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Trend Setter
Conferences
AISTATS (2)
NIPS (2)
AAAI (1)
ALT (1)
ICML (1)
Top co-authors
Keywords
causal effect
(2)
sample complexity
(2)
interventional distribution
(2)
causal inference
(2)
bayesian network
(1)
graphical model
(1)
causal graph
(1)
counterfactual inference
(1)
identity testing
(1)
observational distribution
(1)
property testing
(1)
product distribution
(1)
closeness testing
(1)
model testing
(1)
hellinger distance
(1)
atomic intervention
(1)
causal bayesian network
(1)
tolerant testing
(1)
identifiable causal inference
(1)
minimum intervention cover
(1)
Papers
The Poisson Midpoint Method for Langevin Dynamics: Provably Efficient Discretization for Diffusion Models
NIPS 2024
Sample Complexity of Distinguishing Cause from Effect
AISTATS 2023
Efficient interventional distribution learning in the PAC framework
AISTATS 2022
Testing Product Distributions: A Closer Look
ALT 2021
Learning and Sampling of Atomic Interventions from Observations
ICML 2020
Minimum Intervention Cover of a Causal Graph
AAAI 2019
Learning and Testing Causal Models with Interventions
NIPS 2018