IOPP Machine Learning and AI
@iopp-mlresearch.bsky.social
Discover our #openaccess journals devoted to the application and development of #MachineLearning and #ArtificialIntelligence for the sciences, health, earth and engineering.
ML Series: https://bit.ly/3FUYyNe
AI for Science: https://bit.ly/3QZlflu
ML Series: https://bit.ly/3FUYyNe
AI for Science: https://bit.ly/3QZlflu
⚡💡 Want faster, smarter surface stability predictions?
This study benchmarks 19 ML models (uMLIPs) on 36,000+ materials to predict cleavage energy.
Discover how this leads to more accurate, efficient predictions 👉 iopscience.iop.org/article/10.1...
This study benchmarks 19 ML models (uMLIPs) on 36,000+ materials to predict cleavage energy.
Discover how this leads to more accurate, efficient predictions 👉 iopscience.iop.org/article/10.1...
November 11, 2025 at 1:44 PM
⚡💡 Want faster, smarter surface stability predictions?
This study benchmarks 19 ML models (uMLIPs) on 36,000+ materials to predict cleavage energy.
Discover how this leads to more accurate, efficient predictions 👉 iopscience.iop.org/article/10.1...
This study benchmarks 19 ML models (uMLIPs) on 36,000+ materials to predict cleavage energy.
Discover how this leads to more accurate, efficient predictions 👉 iopscience.iop.org/article/10.1...
🧠Introducing AInstein, a novel new machine learning (ML) framework that solves Einstein’s equations without symmetry assumptions.
Explore this bridge between physics and ML 👉 iopscience.iop.org/article/10.1...
Explore this bridge between physics and ML 👉 iopscience.iop.org/article/10.1...
November 4, 2025 at 11:37 AM
🧠Introducing AInstein, a novel new machine learning (ML) framework that solves Einstein’s equations without symmetry assumptions.
Explore this bridge between physics and ML 👉 iopscience.iop.org/article/10.1...
Explore this bridge between physics and ML 👉 iopscience.iop.org/article/10.1...
Recently published article in #MachineLearningEngineering
"Exploring model #generalizability from a novel perspective"
👉Read, download and cite here: ow.ly/wq2z50X9ziZ
From Sunyang Wang, Baodi Yu and Fanyong Meng, Institute of Process Engineering, Chinese Academy of Sciences
"Exploring model #generalizability from a novel perspective"
👉Read, download and cite here: ow.ly/wq2z50X9ziZ
From Sunyang Wang, Baodi Yu and Fanyong Meng, Institute of Process Engineering, Chinese Academy of Sciences
October 10, 2025 at 7:40 AM
Recently published article in #MachineLearningEngineering
"Exploring model #generalizability from a novel perspective"
👉Read, download and cite here: ow.ly/wq2z50X9ziZ
From Sunyang Wang, Baodi Yu and Fanyong Meng, Institute of Process Engineering, Chinese Academy of Sciences
"Exploring model #generalizability from a novel perspective"
👉Read, download and cite here: ow.ly/wq2z50X9ziZ
From Sunyang Wang, Baodi Yu and Fanyong Meng, Institute of Process Engineering, Chinese Academy of Sciences
Want to join us online, for a free, two day event dedicated to machine learning?
With international speakers from across the globe discussing theory and real-world impact of machine learning across scientific disciplines.
View the line-up here: ow.ly/T6xX50X5Lo0
#ML4S2025 #MachineLearning
With international speakers from across the globe discussing theory and real-world impact of machine learning across scientific disciplines.
View the line-up here: ow.ly/T6xX50X5Lo0
#ML4S2025 #MachineLearning
October 9, 2025 at 12:57 PM
Want to join us online, for a free, two day event dedicated to machine learning?
With international speakers from across the globe discussing theory and real-world impact of machine learning across scientific disciplines.
View the line-up here: ow.ly/T6xX50X5Lo0
#ML4S2025 #MachineLearning
With international speakers from across the globe discussing theory and real-world impact of machine learning across scientific disciplines.
View the line-up here: ow.ly/T6xX50X5Lo0
#ML4S2025 #MachineLearning
Recently published in #MachineLearningEarth, enhancing seismic hazard assessment, using deep generative models
📑Read the research here: ow.ly/wrlk50X5ssw
From Ravi Kanth Sriwastav et al (Indian Institute of Technology Madras)
📑Read the research here: ow.ly/wrlk50X5ssw
From Ravi Kanth Sriwastav et al (Indian Institute of Technology Madras)
October 2, 2025 at 9:31 AM
Recently published in #MachineLearningEarth, enhancing seismic hazard assessment, using deep generative models
📑Read the research here: ow.ly/wrlk50X5ssw
From Ravi Kanth Sriwastav et al (Indian Institute of Technology Madras)
📑Read the research here: ow.ly/wrlk50X5ssw
From Ravi Kanth Sriwastav et al (Indian Institute of Technology Madras)
🎉The first issue of AI for Science (AI4S) is here!
🔓 AI4S is a new interdisciplinary, peer-reviewed, gold open access where publication fees are currently paid by the Songshan Lake Materials Laboratory.
Explore how AI is transforming scientific discovery 👉 iopscience.iop.org/issue/3050-2...
🔓 AI4S is a new interdisciplinary, peer-reviewed, gold open access where publication fees are currently paid by the Songshan Lake Materials Laboratory.
Explore how AI is transforming scientific discovery 👉 iopscience.iop.org/issue/3050-2...
September 30, 2025 at 1:25 PM
🎉The first issue of AI for Science (AI4S) is here!
🔓 AI4S is a new interdisciplinary, peer-reviewed, gold open access where publication fees are currently paid by the Songshan Lake Materials Laboratory.
Explore how AI is transforming scientific discovery 👉 iopscience.iop.org/issue/3050-2...
🔓 AI4S is a new interdisciplinary, peer-reviewed, gold open access where publication fees are currently paid by the Songshan Lake Materials Laboratory.
Explore how AI is transforming scientific discovery 👉 iopscience.iop.org/issue/3050-2...
Secure your spot for this free, hybrid, two-day event.
Join global leaders and researchers to explore cutting-edge #MachineLearning applications across disciplines to shape the future of #science & #technology.
Discover the #SpeakerList, registration details and more here: ow.ly/yw9M50X3sAS
Join global leaders and researchers to explore cutting-edge #MachineLearning applications across disciplines to shape the future of #science & #technology.
Discover the #SpeakerList, registration details and more here: ow.ly/yw9M50X3sAS
September 29, 2025 at 9:17 AM
Secure your spot for this free, hybrid, two-day event.
Join global leaders and researchers to explore cutting-edge #MachineLearning applications across disciplines to shape the future of #science & #technology.
Discover the #SpeakerList, registration details and more here: ow.ly/yw9M50X3sAS
Join global leaders and researchers to explore cutting-edge #MachineLearning applications across disciplines to shape the future of #science & #technology.
Discover the #SpeakerList, registration details and more here: ow.ly/yw9M50X3sAS
Recently published #PerspectiveArticle in #MachineLearningEngineering
Discover work on building a systematic, scalable framework for Engineering AI
Read here: ow.ly/8PN250WHGNn
By Jay Lee, Hanqi Su, Dai-Yan Ji and Takanobu Minami
#AIFramework #AIinEngineering #AppliedMachineLearning
Discover work on building a systematic, scalable framework for Engineering AI
Read here: ow.ly/8PN250WHGNn
By Jay Lee, Hanqi Su, Dai-Yan Ji and Takanobu Minami
#AIFramework #AIinEngineering #AppliedMachineLearning
September 26, 2025 at 8:55 AM
Recently published #PerspectiveArticle in #MachineLearningEngineering
Discover work on building a systematic, scalable framework for Engineering AI
Read here: ow.ly/8PN250WHGNn
By Jay Lee, Hanqi Su, Dai-Yan Ji and Takanobu Minami
#AIFramework #AIinEngineering #AppliedMachineLearning
Discover work on building a systematic, scalable framework for Engineering AI
Read here: ow.ly/8PN250WHGNn
By Jay Lee, Hanqi Su, Dai-Yan Ji and Takanobu Minami
#AIFramework #AIinEngineering #AppliedMachineLearning
Make sure your manuscript stands out for success with a Rapid Techinical Review. Provided by Editage, get a detailed report in 5 days, including:
🔍 Structure improvement
🔍 Expert inputs
🔍 Clear results
🔍 Figure consistency
Learn more here: ow.ly/uFQv50X08oB
🔍 Structure improvement
🔍 Expert inputs
🔍 Clear results
🔍 Figure consistency
Learn more here: ow.ly/uFQv50X08oB
September 22, 2025 at 12:40 PM
Make sure your manuscript stands out for success with a Rapid Techinical Review. Provided by Editage, get a detailed report in 5 days, including:
🔍 Structure improvement
🔍 Expert inputs
🔍 Clear results
🔍 Figure consistency
Learn more here: ow.ly/uFQv50X08oB
🔍 Structure improvement
🔍 Expert inputs
🔍 Clear results
🔍 Figure consistency
Learn more here: ow.ly/uFQv50X08oB
Read the latest work on a novel, computationally efficient training framework with bio-signal processing on edge medical devices: ow.ly/L1bX50WYFEp
By Zhaojing Huang et al. (@sydney.edu.au)
#EdgeAI #TinyML #BioSignalProcessing #MedicalAI #OpenAccess #ModelOptimization
By Zhaojing Huang et al. (@sydney.edu.au)
#EdgeAI #TinyML #BioSignalProcessing #MedicalAI #OpenAccess #ModelOptimization
September 18, 2025 at 10:44 AM
Read the latest work on a novel, computationally efficient training framework with bio-signal processing on edge medical devices: ow.ly/L1bX50WYFEp
By Zhaojing Huang et al. (@sydney.edu.au)
#EdgeAI #TinyML #BioSignalProcessing #MedicalAI #OpenAccess #ModelOptimization
By Zhaojing Huang et al. (@sydney.edu.au)
#EdgeAI #TinyML #BioSignalProcessing #MedicalAI #OpenAccess #ModelOptimization
✨Develop your #PeerReview competency with our free online course.
📚 Discover comprehensive modules, including peer review fundamentals, paper mills, authorship misconduct, ChatGPT and more...
💡https://ow.ly/HNen50WzWPY
📚 Discover comprehensive modules, including peer review fundamentals, paper mills, authorship misconduct, ChatGPT and more...
💡https://ow.ly/HNen50WzWPY
September 17, 2025 at 10:40 AM
✨Develop your #PeerReview competency with our free online course.
📚 Discover comprehensive modules, including peer review fundamentals, paper mills, authorship misconduct, ChatGPT and more...
💡https://ow.ly/HNen50WzWPY
📚 Discover comprehensive modules, including peer review fundamentals, paper mills, authorship misconduct, ChatGPT and more...
💡https://ow.ly/HNen50WzWPY
🎉 A huge thank you to everyone who took part in our survey “Peer review in the era of AI”.
As part of #PeerReviewWeek2025, we’re delighted to share insights gathered from your contributions.
👉 Read the full report: ioppublishing.org/news/reviewe...
#PeerReview #AIinResearch #ResearchIntegrity
As part of #PeerReviewWeek2025, we’re delighted to share insights gathered from your contributions.
👉 Read the full report: ioppublishing.org/news/reviewe...
#PeerReview #AIinResearch #ResearchIntegrity
September 15, 2025 at 8:47 AM
🎉 A huge thank you to everyone who took part in our survey “Peer review in the era of AI”.
As part of #PeerReviewWeek2025, we’re delighted to share insights gathered from your contributions.
👉 Read the full report: ioppublishing.org/news/reviewe...
#PeerReview #AIinResearch #ResearchIntegrity
As part of #PeerReviewWeek2025, we’re delighted to share insights gathered from your contributions.
👉 Read the full report: ioppublishing.org/news/reviewe...
#PeerReview #AIinResearch #ResearchIntegrity
Register for online or in-person!
IOP's hybrid event: Physics-Enhanced #MachineLearning.
Registration is free for IOP Members and Student Members!
📝Find out how to register here: iop.eventsair.com/peml2025/reg...
📑Read more information here: iop.eventsair.com/peml2025/pro...
IOP's hybrid event: Physics-Enhanced #MachineLearning.
Registration is free for IOP Members and Student Members!
📝Find out how to register here: iop.eventsair.com/peml2025/reg...
📑Read more information here: iop.eventsair.com/peml2025/pro...
September 12, 2025 at 3:34 PM
Register for online or in-person!
IOP's hybrid event: Physics-Enhanced #MachineLearning.
Registration is free for IOP Members and Student Members!
📝Find out how to register here: iop.eventsair.com/peml2025/reg...
📑Read more information here: iop.eventsair.com/peml2025/pro...
IOP's hybrid event: Physics-Enhanced #MachineLearning.
Registration is free for IOP Members and Student Members!
📝Find out how to register here: iop.eventsair.com/peml2025/reg...
📑Read more information here: iop.eventsair.com/peml2025/pro...
Register for IOP’s hybrid multi-workshop event.
⏱️Deadline to register in person attendance is 15th September
Covering Physics-Enhanced Machine Learning in:
🧰Mechanics and Materials
💻Computational Physics and Applications
🌨️Climate and Space
Register here: iop.eventsair.com/peml2025/reg...
⏱️Deadline to register in person attendance is 15th September
Covering Physics-Enhanced Machine Learning in:
🧰Mechanics and Materials
💻Computational Physics and Applications
🌨️Climate and Space
Register here: iop.eventsair.com/peml2025/reg...
September 12, 2025 at 10:43 AM
Register for IOP’s hybrid multi-workshop event.
⏱️Deadline to register in person attendance is 15th September
Covering Physics-Enhanced Machine Learning in:
🧰Mechanics and Materials
💻Computational Physics and Applications
🌨️Climate and Space
Register here: iop.eventsair.com/peml2025/reg...
⏱️Deadline to register in person attendance is 15th September
Covering Physics-Enhanced Machine Learning in:
🧰Mechanics and Materials
💻Computational Physics and Applications
🌨️Climate and Space
Register here: iop.eventsair.com/peml2025/reg...
Measuring river surface velocity is essential for estimating river discharge. This study uses a neural operator (NO)-based model, RivNO, to accurately reconstruct missing surface velocities.
Read here: ow.ly/wNwG50WVBkg
From Xueqin Chen, Hessel Winsemius & Riccardo Taormina
#EnvironmentalMonitoring
Read here: ow.ly/wNwG50WVBkg
From Xueqin Chen, Hessel Winsemius & Riccardo Taormina
#EnvironmentalMonitoring
September 12, 2025 at 8:11 AM
Measuring river surface velocity is essential for estimating river discharge. This study uses a neural operator (NO)-based model, RivNO, to accurately reconstruct missing surface velocities.
Read here: ow.ly/wNwG50WVBkg
From Xueqin Chen, Hessel Winsemius & Riccardo Taormina
#EnvironmentalMonitoring
Read here: ow.ly/wNwG50WVBkg
From Xueqin Chen, Hessel Winsemius & Riccardo Taormina
#EnvironmentalMonitoring
Recently published in #MachineLearningEngineering 🥳
Read the #openaccess article: 'Understanding interpretable patterns of Shapley behaviours in materials data'
👉 ow.ly/bmmN50WHE2X
From Tommy Liu and Amanda S Barnard, (Australian National University)
#DataAnalysis #ExplainableArtificialIntelligence
Read the #openaccess article: 'Understanding interpretable patterns of Shapley behaviours in materials data'
👉 ow.ly/bmmN50WHE2X
From Tommy Liu and Amanda S Barnard, (Australian National University)
#DataAnalysis #ExplainableArtificialIntelligence
September 5, 2025 at 8:29 AM
Recently published in #MachineLearningEngineering 🥳
Read the #openaccess article: 'Understanding interpretable patterns of Shapley behaviours in materials data'
👉 ow.ly/bmmN50WHE2X
From Tommy Liu and Amanda S Barnard, (Australian National University)
#DataAnalysis #ExplainableArtificialIntelligence
Read the #openaccess article: 'Understanding interpretable patterns of Shapley behaviours in materials data'
👉 ow.ly/bmmN50WHE2X
From Tommy Liu and Amanda S Barnard, (Australian National University)
#DataAnalysis #ExplainableArtificialIntelligence
Interested in reviewing cutting edge science and contributing to the scholarly community?
🌟 Register now to begin your journey as a peer reviewer with us!
Learn more -> ow.ly/7eFu50WzWNO
#EarlyCareerResearcher #PeerReview
🌟 Register now to begin your journey as a peer reviewer with us!
Learn more -> ow.ly/7eFu50WzWNO
#EarlyCareerResearcher #PeerReview
September 4, 2025 at 9:12 AM
Interested in reviewing cutting edge science and contributing to the scholarly community?
🌟 Register now to begin your journey as a peer reviewer with us!
Learn more -> ow.ly/7eFu50WzWNO
#EarlyCareerResearcher #PeerReview
🌟 Register now to begin your journey as a peer reviewer with us!
Learn more -> ow.ly/7eFu50WzWNO
#EarlyCareerResearcher #PeerReview
In our Author Insights short blog series, Emma Bartovsky discusses key benefits to publishing open access, including how you can enable wider collaboration.
Find out more👉 ow.ly/XtEu50WQ7gb
#AuthorInsights #PublishingSupport #PublishingAdvice #ResearcherSupport
Find out more👉 ow.ly/XtEu50WQ7gb
#AuthorInsights #PublishingSupport #PublishingAdvice #ResearcherSupport
September 3, 2025 at 8:23 AM
In our Author Insights short blog series, Emma Bartovsky discusses key benefits to publishing open access, including how you can enable wider collaboration.
Find out more👉 ow.ly/XtEu50WQ7gb
#AuthorInsights #PublishingSupport #PublishingAdvice #ResearcherSupport
Find out more👉 ow.ly/XtEu50WQ7gb
#AuthorInsights #PublishingSupport #PublishingAdvice #ResearcherSupport
AI is revolutionising the design and optimisation of fibrous networks - key structures in biological and engineered materials.
Find out more 👉 iopscience.iop.org/article/10.1...
Find out more 👉 iopscience.iop.org/article/10.1...
September 2, 2025 at 10:41 AM
AI is revolutionising the design and optimisation of fibrous networks - key structures in biological and engineered materials.
Find out more 👉 iopscience.iop.org/article/10.1...
Find out more 👉 iopscience.iop.org/article/10.1...
Celebrating the 5th anniversary in of Journal of Physics: Complexity: ow.ly/PqWk50WP5nu
Read the newly published Editorial by our Editor-in-Chief, Professor Ginestra Bianconi (@gin-bianconi.bsky.social)
Highlighting the key role of #ComplexSystems research in #Physics and #Science in general.
Read the newly published Editorial by our Editor-in-Chief, Professor Ginestra Bianconi (@gin-bianconi.bsky.social)
Highlighting the key role of #ComplexSystems research in #Physics and #Science in general.
September 1, 2025 at 1:46 PM
Celebrating the 5th anniversary in of Journal of Physics: Complexity: ow.ly/PqWk50WP5nu
Read the newly published Editorial by our Editor-in-Chief, Professor Ginestra Bianconi (@gin-bianconi.bsky.social)
Highlighting the key role of #ComplexSystems research in #Physics and #Science in general.
Read the newly published Editorial by our Editor-in-Chief, Professor Ginestra Bianconi (@gin-bianconi.bsky.social)
Highlighting the key role of #ComplexSystems research in #Physics and #Science in general.
Read Machine Learning Health’s recently published #article on how #algorithms can be used to improve preventative measures for underage #TobaccoConsumption.
From Dana Louise Adcock and Shreyas Sridhar Kashyap
(@syracuseuniversity.bsky.social)
Read the full article: ow.ly/ehpS50WOWBK
From Dana Louise Adcock and Shreyas Sridhar Kashyap
(@syracuseuniversity.bsky.social)
Read the full article: ow.ly/ehpS50WOWBK
September 1, 2025 at 8:12 AM
Read Machine Learning Health’s recently published #article on how #algorithms can be used to improve preventative measures for underage #TobaccoConsumption.
From Dana Louise Adcock and Shreyas Sridhar Kashyap
(@syracuseuniversity.bsky.social)
Read the full article: ow.ly/ehpS50WOWBK
From Dana Louise Adcock and Shreyas Sridhar Kashyap
(@syracuseuniversity.bsky.social)
Read the full article: ow.ly/ehpS50WOWBK
Sign up to get your researcher publishing guide: ow.ly/s7ww50VLcF0
Get advice, tools, and tips as well as a step-by-step walk through, to help you publish your research and make an impact in the scientific community.
#ScientificResearch #ResearchPublishingTips
Get advice, tools, and tips as well as a step-by-step walk through, to help you publish your research and make an impact in the scientific community.
#ScientificResearch #ResearchPublishingTips
August 29, 2025 at 8:22 AM
Sign up to get your researcher publishing guide: ow.ly/s7ww50VLcF0
Get advice, tools, and tips as well as a step-by-step walk through, to help you publish your research and make an impact in the scientific community.
#ScientificResearch #ResearchPublishingTips
Get advice, tools, and tips as well as a step-by-step walk through, to help you publish your research and make an impact in the scientific community.
#ScientificResearch #ResearchPublishingTips
Join more than 6,000 fellow researchers who have graduated on our free and rigorously assessed course.
Become an IOP #PeerReview Excellence graduate this weekend!
🚩Get started today - ow.ly/FPjN50WzWP3
#EarlyCareerResearcher #MachineLearning
Become an IOP #PeerReview Excellence graduate this weekend!
🚩Get started today - ow.ly/FPjN50WzWP3
#EarlyCareerResearcher #MachineLearning
August 28, 2025 at 8:57 AM
Join more than 6,000 fellow researchers who have graduated on our free and rigorously assessed course.
Become an IOP #PeerReview Excellence graduate this weekend!
🚩Get started today - ow.ly/FPjN50WzWP3
#EarlyCareerResearcher #MachineLearning
Become an IOP #PeerReview Excellence graduate this weekend!
🚩Get started today - ow.ly/FPjN50WzWP3
#EarlyCareerResearcher #MachineLearning
What can #MachineLearningHealth do for you?
Bringing you fully accessible research, dedicated to the development and application of #MachineLearning in #Healthcare and the #medical, #biological, #clinical and #HealthSciences.
👉Read the editorial from our EiC, Jimeng Sun: ow.ly/9iUl50WMOo9
Bringing you fully accessible research, dedicated to the development and application of #MachineLearning in #Healthcare and the #medical, #biological, #clinical and #HealthSciences.
👉Read the editorial from our EiC, Jimeng Sun: ow.ly/9iUl50WMOo9
August 27, 2025 at 1:54 PM
What can #MachineLearningHealth do for you?
Bringing you fully accessible research, dedicated to the development and application of #MachineLearning in #Healthcare and the #medical, #biological, #clinical and #HealthSciences.
👉Read the editorial from our EiC, Jimeng Sun: ow.ly/9iUl50WMOo9
Bringing you fully accessible research, dedicated to the development and application of #MachineLearning in #Healthcare and the #medical, #biological, #clinical and #HealthSciences.
👉Read the editorial from our EiC, Jimeng Sun: ow.ly/9iUl50WMOo9
🎓Contribute to the scholarly community as a peer reviewer
🌟 Strengthen your academic profile
🌟 Stay ahead with the latest discoveries
🌟 Enhance your professional skills
Register your interest 👉 ow.ly/julp50WzWNz
#PeerReview #AcademicPublishing
🌟 Strengthen your academic profile
🌟 Stay ahead with the latest discoveries
🌟 Enhance your professional skills
Register your interest 👉 ow.ly/julp50WzWNz
#PeerReview #AcademicPublishing
August 21, 2025 at 8:29 AM
🎓Contribute to the scholarly community as a peer reviewer
🌟 Strengthen your academic profile
🌟 Stay ahead with the latest discoveries
🌟 Enhance your professional skills
Register your interest 👉 ow.ly/julp50WzWNz
#PeerReview #AcademicPublishing
🌟 Strengthen your academic profile
🌟 Stay ahead with the latest discoveries
🌟 Enhance your professional skills
Register your interest 👉 ow.ly/julp50WzWNz
#PeerReview #AcademicPublishing