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On scientific understanding with artificial intelligence

On scientific understanding with artificial intelligence

4 April 2022
Mario Krenn
R. Pollice
S. Guo
Matteo Aldeghi
Alba Cervera-Lierta
Pascal Friederich
Gabriel dos Passos Gomes
Florian Hase
A. Jinich
AkshatKumar Nigam
Zhenpeng Yao
Alán Aspuru-Guzik
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Papers citing "On scientific understanding with artificial intelligence"

36 / 36 papers shown
Title
Interpretable Machine Learning in Physics: A Review
Interpretable Machine Learning in Physics: A Review
Sebastian Johann Wetzel
Seungwoong Ha
Raban Iten
Miriam Klopotek
Ziming Liu
AI4CE
80
0
0
30 Mar 2025
ViSymRe: Vision-guided Multimodal Symbolic Regression
ViSymRe: Vision-guided Multimodal Symbolic Regression
Da Li
Junping Yin
Jin Xu
Xinxin Li
Juan Zhang
85
1
0
15 Dec 2024
Implementation and Application of an Intelligibility Protocol for
  Interaction with an LLM
Implementation and Application of an Intelligibility Protocol for Interaction with an LLM
A. Srinivasan
Karan Bania
Shreyas V
Harshvardhan Mestha
Sidong Liu
17
1
0
27 Oct 2024
A theory of understanding for artificial intelligence: composability,
  catalysts, and learning
A theory of understanding for artificial intelligence: composability, catalysts, and learning
Zijian Zhang
Sara Aronowitz
Alán Aspuru-Guzik
37
0
0
16 Aug 2024
On Tables with Numbers, with Numbers
On Tables with Numbers, with Numbers
Konstantinos Kogkalidis
S. Chatzikyriakidis
LMTD
30
0
0
12 Aug 2024
A Moonshot for AI Oracles in the Sciences
A Moonshot for AI Oracles in the Sciences
Bryan Kaiser
Tailin Wu
Maike Sonnewald
Colin Thackray
Skylar Callis
AI4CE
51
0
0
25 Jun 2024
Towards a Science Exocortex
Towards a Science Exocortex
Kevin G. Yager
80
0
0
24 Jun 2024
Meta-Designing Quantum Experiments with Language Models
Meta-Designing Quantum Experiments with Language Models
Sören Arlt
Haonan Duan
Felix Li
Sang Michael Xie
Yuhuai Wu
Mario Krenn
AI4CE
18
4
0
04 Jun 2024
Boolean matrix logic programming for active learning of gene functions
  in genome-scale metabolic network models
Boolean matrix logic programming for active learning of gene functions in genome-scale metabolic network models
L. Ai
Stephen Muggleton
Shishun Liang
Geoff S. Baldwin
29
1
0
10 May 2024
Asset management, condition monitoring and Digital Twins: damage
  detection and virtual inspection on a reinforced concrete bridge
Asset management, condition monitoring and Digital Twins: damage detection and virtual inspection on a reinforced concrete bridge
Arnulf Hagen
Trond Michael Andersen
22
6
0
16 Apr 2024
Business models for the simulation hypothesis
Business models for the simulation hypothesis
Evangelos Katsamakas
18
0
0
13 Apr 2024
Empowering Biomedical Discovery with AI Agents
Empowering Biomedical Discovery with AI Agents
Shanghua Gao
Ada Fang
Yepeng Huang
Valentina Giunchiglia
Ayush Noori
Jonathan Richard Schwarz
Yasha Ektefaie
Jovana Kondic
Marinka Zitnik
LLMAG
AI4CE
44
66
0
03 Apr 2024
Knowledge-guided Machine Learning: Current Trends and Future Prospects
Knowledge-guided Machine Learning: Current Trends and Future Prospects
Anuj Karpatne
X. Jia
Vipin Kumar
50
10
0
24 Mar 2024
Virtual Reality for Understanding Artificial-Intelligence-driven
  Scientific Discovery with an Application in Quantum Optics
Virtual Reality for Understanding Artificial-Intelligence-driven Scientific Discovery with an Application in Quantum Optics
Philipp Schmidt
Sören Arlt
Carlos Ruiz-Gonzalez
Xuemei Gu
Carla Rodríguez
Mario Krenn
23
1
0
20 Feb 2024
Autonomous microARPES
Autonomous microARPES
S. Agustsson
Alfred J. H. Jones
Davide Curcio
S. Ulstrup
Jill Miwa
Davide Mottin
Panagiotis Karras
Philip Hofmann
12
3
0
16 Feb 2024
Forecasting high-impact research topics via machine learning on evolving knowledge graphs
Forecasting high-impact research topics via machine learning on evolving knowledge graphs
Xuemei Gu
Mario Krenn
AI4CE
13
4
0
13 Feb 2024
Towards Explainable Artificial Intelligence (XAI): A Data Mining
  Perspective
Towards Explainable Artificial Intelligence (XAI): A Data Mining Perspective
Haoyi Xiong
Xuhong Li
Xiaofei Zhang
Jiamin Chen
Xinhao Sun
Yuchen Li
Zeyi Sun
Jundong Li
XAI
40
8
0
09 Jan 2024
Transforming organic chemistry research paradigms: moving from manual
  efforts to the intersection of automation and artificial intelligence
Transforming organic chemistry research paradigms: moving from manual efforts to the intersection of automation and artificial intelligence
Chengchun Liu
Yuntian Chen
Fanyang Mo
14
1
0
26 Nov 2023
AI ensemble for signal detection of higher order gravitational wave
  modes of quasi-circular, spinning, non-precessing binary black hole mergers
AI ensemble for signal detection of higher order gravitational wave modes of quasi-circular, spinning, non-precessing binary black hole mergers
Minyang Tian
Eliu A. Huerta
Huihuo Zheng
17
1
0
29 Sep 2023
ExpertQA: Expert-Curated Questions and Attributed Answers
ExpertQA: Expert-Curated Questions and Attributed Answers
Chaitanya Malaviya
Subin Lee
Sihao Chen
Elizabeth Sieber
Mark Yatskar
Dan Roth
ELM
HILM
22
50
0
14 Sep 2023
Deep Quantum Graph Dreaming: Deciphering Neural Network Insights into
  Quantum Experiments
Deep Quantum Graph Dreaming: Deciphering Neural Network Insights into Quantum Experiments
Tareq Jaouni
Sören Arlt
Carlos Ruiz-Gonzalez
Ebrahim Karimi
Xuemei Gu
Mario Krenn
GNN
13
6
0
13 Sep 2023
APACE: AlphaFold2 and advanced computing as a service for accelerated
  discovery in biophysics
APACE: AlphaFold2 and advanced computing as a service for accelerated discovery in biophysics
H. Park
Parth Patel
Roland Haas
Eliu A. Huerta
14
4
0
15 Aug 2023
Probabilistic Regular Tree Priors for Scientific Symbolic Reasoning
Probabilistic Regular Tree Priors for Scientific Symbolic Reasoning
Tim Schneider
A. Totounferoush
Wolfgang Nowak
Steffen Staab
23
0
0
14 Jun 2023
Re-imagining health and well-being in low resource African settings
  using an augmented AI system and a 3D digital twin
Re-imagining health and well-being in low resource African settings using an augmented AI system and a 3D digital twin
Deshendran Moodley
C. Seebregts
23
0
0
29 May 2023
Towards a Benchmark for Scientific Understanding in Humans and Machines
Towards a Benchmark for Scientific Understanding in Humans and Machines
Kristian González Barman
S. Caron
Tom Claassen
H. Regt
17
10
0
20 Apr 2023
Quantifying the Benefit of Artificial Intelligence for Scientific
  Research
Quantifying the Benefit of Artificial Intelligence for Scientific Research
Jian Gao
Dashun Wang
19
6
0
17 Apr 2023
Machine learning for discovering laws of nature
Machine learning for discovering laws of nature
Lizhi Xin
Kevin Xin
H. Xin
AI4CE
11
0
0
18 Mar 2023
Quantum Similarity Testing with Convolutional Neural Networks
Quantum Similarity Testing with Convolutional Neural Networks
Yadong Wu
Yan Zhu
Ge Bai
Yuexuan Wang
G. Chiribella
17
12
0
03 Nov 2022
The Open MatSci ML Toolkit: A Flexible Framework for Machine Learning in
  Materials Science
The Open MatSci ML Toolkit: A Flexible Framework for Machine Learning in Materials Science
Santiago Miret
Kin Long Kelvin Lee
Carmelo Gonzales
Marcel Nassar
Matthew Spellings
38
19
0
31 Oct 2022
Predicting the Future of AI with AI: High-quality link prediction in an
  exponentially growing knowledge network
Predicting the Future of AI with AI: High-quality link prediction in an exponentially growing knowledge network
Mario Krenn
L. Buffoni
B. Coutinho
S. Eppel
J. Foster
...
Ngoc M. Tran
Francisco Valente
Yangxinyu Xie
Rose Yu
Michael K Kopp
32
41
0
23 Sep 2022
Automatic and effective discovery of quantum kernels
Automatic and effective discovery of quantum kernels
Massimiliano Incudini
Daniele Lizzio Bosco
F. Martini
Michele Grossi
Giuseppe Serra
Alessandra Di Pierro
31
4
0
22 Sep 2022
Graph neural networks for materials science and chemistry
Graph neural networks for materials science and chemistry
Patrick Reiser
Marlen Neubert
André Eberhard
Luca Torresi
Chen Zhou
...
Houssam Metni
Clint van Hoesel
Henrik Schopmans
T. Sommer
Pascal Friederich
GNN
AI4CE
50
373
0
05 Aug 2022
Machine Learning in the Search for New Fundamental Physics
Machine Learning in the Search for New Fundamental Physics
G. Karagiorgi
Gregor Kasieczka
S. Kravitz
Benjamin Nachman
David Shih
AI4CE
42
113
0
07 Dec 2021
Simulation Intelligence: Towards a New Generation of Scientific Methods
Simulation Intelligence: Towards a New Generation of Scientific Methods
Alexander Lavin
D. Krakauer
Hector Zenil
Justin Emile Gottschlich
Tim Mattson
...
A. Hanuka
Manuela Veloso
Samuel A. Assefa
Stephan Zheng
Avi Pfeffer
40
105
0
06 Dec 2021
Automatic Symmetry Discovery with Lie Algebra Convolutional Network
Automatic Symmetry Discovery with Lie Algebra Convolutional Network
Nima Dehmamy
Robin G. Walters
Yanchen Liu
Dashun Wang
Rose Yu
AI4CE
78
81
0
15 Sep 2021
Methods for Interpreting and Understanding Deep Neural Networks
Methods for Interpreting and Understanding Deep Neural Networks
G. Montavon
Wojciech Samek
K. Müller
FaML
234
2,238
0
24 Jun 2017
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