A Survey of Deep Learning for Scientific Discovery

26 March 2020

Papers citing "A Survey of Deep Learning for Scientific Discovery"

50 / 50 papers shown

When is a System Discoverable from Data? Discovery Requires Chaos

Carola-Bibiane Schönlieb

244

12 Nov 2025

Advancing the Scientific Method with Large Language Models: From Hypothesis to Discovery

...

481

22 May 2025

LDC: Learning to Generate Research Idea with Dynamic Control

405

19 Dec 2024

Applications of Explainable artificial intelligence in Earth system science

Wei Shangguan

285

12 Jun 2024

Marrying Causal Representation Learning with Dynamical Systems for Science

Dingling Yao

Caroline Muller

Francesco Locatello

CML AI4CE

553

22 May 2024

Operator Learning: Algorithms and Analysis

Nikola B. Kovachki

S. Lanthaler

Andrew M. Stuart

570

24 Feb 2024

The Future of Fundamental Science Led by Generative Closed-Loop Artificial Intelligence

...

289

09 Jul 2023

Harnessing Deep Learning and HPC Kernels via High-Level Loop and Tensor Abstractions on CPU ArchitecturesIEEE International Parallel and Distributed Processing Symposium (IPDPS), 2023

270

25 Apr 2023

The Representational Status of Deep Learning Models

Eamon Duede

451

21 Mar 2023

Multimodal Explainability via Latent Shift applied to COVID-19 stratificationPattern Recognition (Pattern Recogn.), 2022

337

28 Dec 2022

Renormalization in the neural network-quantum field theory correspondence

Harold Erbin

Vincent Lahoche

D. O. Samary

289

22 Dec 2022

A robust estimator of mutual information for deep learning interpretability

390

31 Oct 2022

Masked Sinogram Model with Transformer for ill-Posed Computed Tomography Reconstruction: a Preliminary Study

323

03 Sep 2022

Net2Brain: A Toolbox to compare artificial vision models with human brain responses

Domenic Bersch

Kshitij Dwivedi

Martina G. Vilas

Radoslaw Martin Cichy

Gemma Roig

304

20 Aug 2022

Characterizing Coherent Integrated Photonic Neural Networks under ImperfectionsJournal of Lightwave Technology (JLT), 2022

Sanmitra Banerjee

Mahdi Nikdast

Krishnendu Chakrabarty

328

22 Jul 2022

Controllable Data Generation by Deep Learning: A ReviewACM Computing Surveys (ACM CSUR), 2022

798

19 Jul 2022

Deriving Surface Resistivity from Polarimetric SAR Data Using Dual-Input UNet

Bibin Wilson

Rajiv Kumar

Narayanarao Bhogapurapu

Anand P. Singh

A. Sethi

128

05 Jul 2022

Neural Collapse: A Review on Modelling Principles and Generalization

Vignesh Kothapalli

434

105

08 Jun 2022

Benchmarking of Deep Learning models on 2D Laminar Flow behind Cylinder

Mritunjay Musale

Vaibhav Vasani

AI4CE

228

26 May 2022

Visualizing and Explaining Language Models

Adrian M. P. Braşoveanu

Razvan Andonie

MILM VLM

393

30 Apr 2022

AI Research Associate for Early-Stage Scientific Discovery

171

02 Feb 2022

Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive MatricesACM Computing Surveys (ACM CSUR), 2022

Mikolaj Malkiñski

Jacek Mańdziuk

549

28 Jan 2022

When less is more: Simplifying inputs aids neural network understanding

486

14 Jan 2022

Incremental Cross-Domain Adaptation for Robust Retinopathy Screening via Bayesian Deep Learning

298

18 Oct 2021

Accenture at CheckThat! 2021: Interesting claim identification and ranking with contextually sensitive lexical training data augmentation

Evan Williams

Paul Rodrigues

Sieu Tran

399

12 Jul 2021

Transparent Model of Unabridged Data (TMUD)

Jie Xu

Min Ding

128

23 May 2021

Itsy Bitsy SpiderNet: Fully Connected Residual Network for Fraud Detection

S. Afanasiev

A. Smirnova

D. Kotereva

341

17 May 2021

Livewired Neural Networks: Making Neurons That Fire Together Wire Together

Thomas Schumacher

257

17 May 2021

A Review on Explainability in Multimodal Deep Neural NetsIEEE Access (IEEE Access), 2021

Gargi Joshi

Rahee Walambe

K. Kotecha

524

183

17 May 2021

Tensor Processing Primitives: A Programming Abstraction for Efficiency and Portability in Deep Learning & HPC WorkloadsInternational Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2021

...

460

12 Apr 2021

DEALIO: Data-Efficient Adversarial Learning for Imitation from ObservationIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2021

F. Torabi

Garrett A. Warnell

Yufei Xu

338

31 Mar 2021

Toward Building Science Discovery Machines

A. Khalili

A. Bouchachia

AI4CE

439

24 Mar 2021

Interpretability and Explainability: A Machine Learning Zoo Mini-tour

Ricards Marcinkevics

Julia E. Vogt

XAI

472

135

03 Dec 2020

Leveraging Uncertainty from Deep Learning for Trustworthy Materials Discovery WorkflowsACS Omega (ACS Omega), 2020

229

02 Dec 2020

Deep Learning -- A first Meta-Survey of selected Reviews across Scientific Disciplines, their Commonalities, Challenges and Research ImpactPeerJ Computer Science (PeerJ Comput. Sci.), 2020

Jan Egger

Antonio Pepe

Christina Schwarz-Gsaxner

368

16 Nov 2020

Augmenting Organizational Decision-Making with Deep Learning Algorithms: Principles, Promises, and ChallengesJournal of business research (JBR), 2020

Yash Raj Shrestha

Vaibhav Krishna

G. Krogh

408

222

02 Nov 2020

Review: Deep Learning in Electron Microscopy

Jeffrey M. Ede

1.1K

17 Sep 2020

The Representation Theory of Neural Networks

M. Armenta

Pierre-Marc Jodoin

383

23 Jul 2020

Anatomy of Catastrophic Forgetting: Hidden Representations and Task SemanticsInternational Conference on Learning Representations (ICLR), 2020

407

204

14 Jul 2020

Ordinal Regression with Fenton-Wilkinson Order Statistics: A Case Study of an Orienteering Race

J. Paakkonen

14 Jul 2020

Sparse Symplectically Integrated Neural NetworksNeural Information Processing Systems (NeurIPS), 2020

Daniel M. DiPietro

S. Xiong

Bo Zhu

259

10 Jun 2020

Using Machine Learning to Emulate Agent-Based Simulations

C. Angione

E. Silverman

E. Yaneske

281

05 May 2020

Mapping the Landscape of Artificial Intelligence Applications against COVID-19Journal of Artificial Intelligence Research (JAIR), 2020

Joseph Aylett-Bullock

413

411

25 Mar 2020

Exploiting Verified Neural Networks via Floating Point Numerical ErrorSensors Applications Symposium (SA), 2020

Kai Jia

Martin Rinard

AAML

405

06 Mar 2020

Single-exposure absorption imaging of ultracold atoms using deep learning

231

03 Mar 2020

Benchmarking Graph Neural NetworksJournal of machine learning research (JMLR), 2023

Vijay Prakash Dwivedi

1.6K

1,141

02 Mar 2020

ClusterFit: Improving Generalization of Visual RepresentationsComputer Vision and Pattern Recognition (CVPR), 2019

389

139

06 Dec 2019

Generalizable prediction of academic performance from short texts on social mediaEPJ Data Science (EPJ Data Sci), 2019

Ivan Smirnov

301

01 Dec 2019

Hangul Fonts Dataset: a Hierarchical and Compositional Dataset for Investigating Learned RepresentationsInternational Conference on Image Analysis and Processing (ICIAP), 2019

329

23 May 2019

DeepNAT: Deep Convolutional Neural Network for Segmenting Neuroanatomy

660

343

27 Feb 2017