Tanya Marwah
7 papers · 2017–2025 · 4 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Bronze π Academic Marathon Β· Sprint πΊοΈ Taxonomy Completionist (16) π£ Hot Topic Early Bird π Conference Polyglot Β· Bronze
π
Triple Crown
π
Keyword Champion
(2)
Venues
Top co-authors
Research topics
Keywords
partial differential equation
(4)
fourier neural operator
(2)
curse of dimensionality
(2)
representational power
(2)
fisher information matrix
(1)
state space model
(1)
implicit regularization
(1)
fixed point
(1)
gradient norm
(1)
approximation theory
(1)
generalization gap
(1)
memory mechanism
(1)
neural network approximation
(1)
memory constraint
(1)
computational abstraction
(1)
hub node
(1)
barron norm
(1)
variational pde
(1)
representation perspective
(1)
graph neural network
(1)
Papers
On the Benefits of Memory for Modeling Time-Dependent PDEs
ICLR 2025
Towards characterizing the value of edge embeddings in Graph Neural Networks
ICML 2025
Deep Equilibrium Based Neural Operators for Steady-State PDEs
NeurIPS 2023
Disentangling the Mechanisms Behind Implicit Regularization in SGD
ICLR 2023
Neural Network Approximations of PDEs Beyond Linearity: A Representational Perspective
ICML 2023
Parametric Complexity Bounds for Approximating PDEs with Neural Networks
NeurIPS 2021
Attentive Semantic Video Generation Using Captions
ICCV 2017