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Siddhant Agarwal

3 papers hereh-index 7168 citations22 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2
  • middle author1

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • astro-ph.EP1
  • cs.LG1
  • physics.flu-dyn1
same name
  • Siddhant Agarwal — 1 paper
  • Siddhant Agarwal — 1 paper

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20202024
most citedDeep learning for surrogate modelling of 2D mantle convection

16 citations · 16 across the 2 of their papers we have counts for

collaborators

3 papers

physics.flu-dyn2024

Accelerating the discovery of steady-states of planetary interior dynamics with machine learning

Siddhant Agarwal, Nicola Tosi, Christian Hüttig +2

Simulating mantle convection often requires reaching a computationally expensive steady-state, crucial for deriving scaling laws for thermal and dynamical flow properties and bench…

astro-ph.EP2021★ 16 cited

Deep learning for surrogate modelling of 2D mantle convection

Siddhant Agarwal, Nicola Tosi, Pan Kessel +2

Traditionally, 1D models based on scaling laws have been used to parameterized convective heat transfer rocks in the interior of terrestrial planets like Earth, Mars, Mercury and V…

cs.LG2020

Poisoned classifiers are not only backdoored, they are fundamentally broken

Mingjie Sun, Siddhant Agarwal, J. Zico Kolter

Under a commonly-studied backdoor poisoning attack against classification models, an attacker adds a small trigger to a subset of the training data, such that the presence of this…

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