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Avik Pal
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Fashionable Modelling with Flux
M Innes, E Saba, K Fischer, D Gandhi, MC Rudilosso, NM Joy, T Karmali, ...
NeurIPS Workshop on Systems for Machine Learning (MLSys), 2018
228*2018
Opening the Blackbox: Accelerating Neural Differential Equations by Regularizing Internal Solver Heuristics
A Pal, Y Ma, V Shah, C Rackauckas
ICML 38, 8325 - 8335, 2021
382021
Composing Modeling and Simulation with Machine Learning in Julia
C Rackauckas, R Anantharaman, A Edelman, S Gowda, M Gwozdz, ...
International Modelica Conference, 2021
202021
TorchGAN: A Flexible Framework for GAN Training and Evaluation
A Pal*, A Das*
Journal of Open Source Software 6, 2606, 2019
182019
Continuous Deep Equilibrium Models: Training Neural ODEs Faster by Integrating Them to Infinity
A Pal, A Edelman, C Rackauckas
IEEE HPEC (Best Student Paper), 2023
17*2023
Emergent Road Rules In Multi-Agent Driving Environments
A Pal, J Philion, YH Liao, S Fidler
ICLR, 2020
162020
Lux: Explicit Parameterization of Deep Neural Networks in Julia
A Pal
92022
Stably accelerating stiff quantitative systems pharmacology models: Continuous-time echo state networks as implicit machine learning
R Anantharaman, A Abdelrehim, A Jain, A Pal, D Sharp, A Edelman, ...
IFAC-PapersOnLine 55 (23), 1-6, 2022
52022
Humor@IITK at SemEval-2021 Task 7: Large Language Models for Quantifying Humor and Offensiveness
A Gupta*, A Pal*, B Khurana*, L Tyagi*, A Modi
International Workshop on Semantic Evaluation (SemEval Task-7) 15, 290-296, 2021
52021
RayTracer.jl: A Differentiable Renderer that supports Parameter Optimization for Scene Reconstruction
A Pal
Proceedings of the JuliaCon Conferences 1 (1), 37, 2019
32019
On Efficient Training & Inference of Neural Differential Equations
A Pal
Massachusetts Institute of Technology, 2023
22023
Efficient GPU-Accelerated Global Optimization for Inverse Problems
VK Dixit, J Samaroo, A Pal, A Edelman, CV Rackauckas
ICLR 2024 Workshop on AI4DifferentialEquations In Science, 2024
12024
Locally Regularized Neural Differential Equations: Some Black Boxes Were Meant to Remain Closed!
A Pal, A Edelman, C Rackauckas
ICML 40, 2023
12023
NonlinearSolve.jl: High-Performance and Robust Solvers for Systems of Nonlinear Equations in Julia
A Pal, F Holtorf, A Larsson, T Loman, F Schaefer, Q Qu, A Edelman, ...
arXiv preprint arXiv:2403.16341, 2024
2024
Stochastic Gradient Methods for Markov Chain Monte Carlo
A Pal, J Ranwka, R Sharma
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