Murti Salapaka
3 papers · 2022–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot Β· Bronze
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Interdisciplinary Bridge Β· Gold
πΊοΈ
Taxonomy Completionist
(13)
π£
Hot Topic Early Bird
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Renaissance Researcher
(5)
Venues
Top co-authors
Research topics
Keywords
time series
(2)
sample complexity
(2)
deep learning model
(1)
graphical model
(1)
concentration bound
(1)
linear dynamical system
(1)
directed acyclic graph
(1)
protein folding
(1)
consistent estimator
(1)
networked linear dynamical system
(1)
graph interaction
(1)
exogenous input
(1)
power spectral density
(1)
networked dynamical system
(1)
accuracy
(1)
dual-branch fusion strategy
(1)
physics-based monte carlo engine
(1)
graph learning
(1)
single molecule force spectroscopy
(1)
system identification
(1)
Papers
A Physics-Augmented Deep Learning Framework for Classifying Single Molecule Force Spectroscopy Data
ICML 2025
Information Theoretically Optimal Sample Complexity of Learning Dynamical Directed Acyclic Graphs
AISTATS 2024
Efficient and passive learning of networked dynamical systems driven by non-white exogenous inputs
AISTATS 2022