From physics to machine learning and back: Part I - Learning with inductive biases in prognostics and health management (PHM).

Vinay Sharma

Olga Fink Vinay Sharma Ismail Nejjar Leandro Von Krannichfeldt Sergei Garmaev Zepeng Zhang Amaury Wei Gaëtan Frusque Florent Forest Mengjie Zhao Chi-Ching Hsu Keivan Faghih Niresi Han Sun Hao Dong 0011 Chenghao Xu Raffael Theiler Arthur Bizzi Kevin Steiner From physics to machine learning and back: Part I - Learning with inductive biases in prognostics and health management (PHM). 2026 112213 271 Reliab. Eng. Syst. Saf. https://doi.org/10.1016/j.ress.2026.112213 db/journals/ress/ress271.html#FinkSNKGZWFFZHNSDXTBS26 streams/journals/ress

Olga Fink Ismail Nejjar Vinay Sharma Keivan Faghih Niresi Han Sun Hao Dong 0011 Chenghao Xu Amaury Wei Arthur Bizzi Raffael Theiler Yuan Tian 0014 Leandro Von Krannichfeldt Zhan Ma 0003 Sergei Garmaev Zepeng Zhang Mengjie Zhao Kevin Steiner Yusuf Kesmen From physics to machine learning and back: Part II - Learning and observational bias in prognostics and health management (PHM). 2026 112376 274 Reliab. Eng. Syst. Saf. https://doi.org/10.1016/j.ress.2026.112376 db/journals/ress/ress274.html#FinkNSNSDXWBTTKMGZZSK26 streams/journals/ress

Vinay Sharma Manish Jain Enhancing reasoning accuracy in large language models during inference time. 2026 March abs/2603.21301 CoRR https://doi.org/10.48550/arXiv.2603.21301 db/journals/corr/corr2603.html#abs-2603-21301 streams/journals/corr

Jay Lee Hanqi Su Marco Macchi Adalberto Polenghi Wei Wu Zhiheng Zhao George Q. Huang Kiva Allgood Devendra Jain Benedikt Gieger Vibhor Pandhare Soumyabrata Bhattacharjee Ram Mohril Lingbao Kong Qiyuan Wang Xinlan Tang Sungjong Kim Chan Hee Park Byeng D. Youn Guo Dong Goh Xi Huang Wai Yee Yeong Yung C. Shin He Zhang Zitong Wang Fei Tao 0001 Jagjit Singh Srai Satyandra K. Gupta Byung-Gun Joung Albin John John W. Sutherland Sang Won Lee Olga Fink Vinay Sharma Faez Ahmed Wei Chen Mark D. Fuge Arild Waaler Martin G. Skjæveland Dimitris Kyritsis Wei Chen VispiNevile Karkaria Yi-Ping Chen Ying-Kuan Tsai Joseph Cohen Xun Huan Jing Lin Liangwei Zhang Gregory W. Vogl Aaron W. Cornelius Xiaodong Jia Dai-Yan Ji Takanobu Minami Ruoxin Wang 2026 Roadmap on Artificial Intelligence and Machine Learning for Smart Manufacturing. 2026 May abs/2605.00839 CoRR https://doi.org/10.48550/arXiv.2605.00839 db/journals/corr/corr2605.html#abs-2605-00839 streams/journals/corr

Vinay Sharma Aditya Bharade Olga Fink WaveGraphNet: Physics-Consistent Guided-Wave Damage Localization through Coupled Inverse-Forward Graph Learning. 2026 May abs/2605.20311 CoRR https://doi.org/10.48550/arXiv.2605.20311 db/journals/corr/corr2605.html#abs-2605-20311 streams/journals/corr

Sergei Garmaev Vinay Sharma Olga Fink A Data-Free Symbolic Regression Approach for Solving Equations. 2026 June abs/2606.07152 CoRR https://doi.org/10.48550/arXiv.2606.07152 db/journals/corr/corr2606.html#abs-2606-07152 streams/journals/corr

Vinay Sharma Olga Fink 6 DoF Dynamics : Descrete Element Method (DEM) Simulation Dataset for Learning GNN Surrogate Model. Zenodo 2025 November https://doi.org/10.5281/zenodo.17589419 streams/repo/zenodo

Vinay Sharma Olga Fink Dynami-CAL GraphNet: A Physics-Informed Graph Neural Network Conserving Linear and Angular Momentum for Dynamical Systems. 2025 January abs/2501.07373 CoRR https://doi.org/10.48550/arXiv.2501.07373 db/journals/corr/corr2501.html#abs-2501-07373 streams/journals/corr

Vinay Sharma Rémi Tanguy Oddon Pietro Tesini Jens Ravesloot Cees Taal Olga Fink Equi-Euler GraphNet: An Equivariant, Temporal-Dynamics Informed Graph Neural Network for Dual Force and Trajectory Prediction in Multi-Body Systems. 2025 April abs/2504.13768 CoRR https://doi.org/10.48550/arXiv.2504.13768 db/journals/corr/corr2504.html#abs-2504-13768 streams/journals/corr

Olga Fink Ismail Nejjar Vinay Sharma Keivan Faghih Niresi Han Sun Hao Dong 0011 Chenghao Xu Amaury Wei Arthur Bizzi Raffael Theiler Yuan Tian 0014 Leandro Von Krannichfeldt Zhan Ma 0003 Sergei Garmaev Zepeng Zhang Mengjie Zhao From Physics to Machine Learning and Back: Part II - Learning and Observational Bias in PHM. 2025 September abs/2509.21207 CoRR https://doi.org/10.48550/arXiv.2509.21207 db/journals/corr/corr2509.html#abs-2509-21207 streams/journals/corr

Manish Jain Satheesh Kumar Ponnambalam Salman Faroz Chandrakanth Lns Vinay Sharma Mortgage Language Model: Domain-Adaptive Pretraining with Residual Instruction, Alignment Tuning, and Task-Specific Routing. 2025 November abs/2511.21101 CoRR https://doi.org/10.48550/arXiv.2511.21101 db/journals/corr/corr2511.html#abs-2511-21101 streams/journals/corr

Ankit Yadav Vinay Sharma Gaurav Raj Tanupriya Choudhury Ayan Sar Ketan Kotecha Turgut Ozseven Transforming Dermatological Diagnosis: Deep Learning Approaches for Skin Disease Detection in the Digital Era. 254-262 2024 AICCONF https://doi.org/10.1145/3660853.3660924 https://www.wikidata.org/entity/Q130953962 conf/aicconf/2024 db/conf/aicconf/aicconf2024.html#YadavSRCSKO24

Venkatesham Maddela Sanjeet Kumar Sinha Muddapu Parvathi Vinay Sharma Comparative Analysis of Open and Short Defects in Embedded SRAM Using Parasitic Extraction Method for Deep Submicron Technology. 2123-2141 2023 October 132 Wirel. Pers. Commun. 3 https://doi.org/10.1007/s11277-023-10704-w db/journals/wpc/wpc132.html#MaddelaSPS23

Vinay Sharma Jens Ravesloot Cees Taal Olga Fink Graph Neural Networks for Dynamic Modeling of Roller Bearing. 2023 abs/2309.10418 CoRR https://doi.org/10.48550/arXiv.2309.10418 db/journals/corr/corr2309.html#abs-2309-10418

Sergio Paniego Vinay Sharma José María Cañas Open Source Assessment of Deep Learning Visual Object Detection. 4575 2022 22 Sensors 12 https://doi.org/10.3390/s22124575 https://www.wikidata.org/entity/Q114932680 db/journals/sensors/sensors22.html#PaniegoSC22

Hadi Pouransari Mojan Javaheripi Vinay Sharma Oncel Tuzel Extracurricular Learning: Knowledge Transfer Beyond Empirical Distribution. 3032-3042 2021 CVPR Workshops https://openaccess.thecvf.com/content/CVPR2021W/ECV/html/Pouransari_Extracurricular_Learning_Knowledge_Transfer_Beyond_Empirical_Distribution_CVPRW_2021_paper.html https://doi.org/10.1109/CVPRW53098.2021.00338 conf/cvpr/2021w db/conf/cvpr/cvprw2021.html#PouransariJST21

Ravi Sharma Venkataramana Badarla Vinay Sharma PCOC: A Fast Sensor-Device Line of Sight Detection Algorithm for Point Cloud Representations of Indoor Environments. 1258-1261 2020 24 IEEE Commun. Lett. 6 https://doi.org/10.1109/LCOMM.2020.2981058 db/journals/icl/icl24.html#SharmaBS20

Bhisham Sharma Mohammad S. Obaidat Vinay Sharma Kuei-Fang Hsiao Routing and collision avoidance techniques for unmanned aerial vehicles: Analysis, optimal solutions, and future directions. 2020 33 Int. J. Commun. Syst. 18 https://doi.org/10.1002/dac.4628 db/journals/ijcomsys/ijcomsys33.html#SharmaOSH20

Gaurav Dixit 0001 Kapil Kumar Joshi Vinay Sharma ICT Platform-Enabled Socio-Economic Ecosystem in Himalayan Villages of India: The Case of a Forest Protection and Renewable Energy Production Project. 3-14 2020 TDIT (2) https://doi.org/10.1007/978-3-030-64861-9_1 conf/ifip8-6/2020-2 db/conf/ifip8-6/tdit2020-2.html#DixitJS20

Dilip U. Shenoy Vinay Sharma Shiva H. C. Prasad Strategic Evaluation in Optimizing the Internal Supply Chain Using TOPSIS: Evidence In A Coil Winding Machine Manufacturer. 2020 abs/2007.10121 CoRR https://arxiv.org/abs/2007.10121 db/journals/corr/corr2007.html#abs-2007-10121

Vinay Sharma V. Singh Pramod Katara Bioinformatics resources and approaches for the interaction of Oryza sativa and Magnaporthe oryzae pathosystem. 91-107 2019 15 Int. J. Bioinform. Res. Appl. 2 https://doi.org/10.1504/IJBRA.2019.099572 db/journals/ijbra/ijbra15.html#SharmaSK19

Zhan-Hong Li Mona A. Mohamed A. M. Vinu Mohan Zhigang Zhu 0003 Vinay Sharma Geetesh K. Mishra Rupesh K. Mishra Application of Electrochemical Aptasensors toward Clinical Diagnostics, Food, and Environmental Monitoring: Review. 5435 2019 19 Sensors 24 https://doi.org/10.3390/s19245435 https://www.wikidata.org/entity/Q91963536 db/journals/sensors/sensors19.html#LiMMZSMM19

Sai Krishna Vaddadi Vinay Sharma Sensor Technology for Unsupervised Monitoring of Real World Activities. 1-5 2019 ICCCNT https://doi.org/10.1109/ICCCNT45670.2019.8944849 conf/icccnt/2019 db/conf/icccnt/icccnt2019.html#VaddadiS19

Nilima Kumari Shalini Verma Vinay Sharma Manipulating tomato plant electric signaling system by microwave radiation to enhance crop productivity and nutritional value. 330-340 2018 154 Comput. Electron. Agric. https://doi.org/10.1016/j.compag.2018.09.020 https://www.wikidata.org/entity/Q129208771 db/journals/cea/cea154.html#KumariVS18

Rupesh Kumar Rajat Agrawal Vinay Sharma IT enablement in sugar supply chain: an approach for farmers. 360-381 2015 7 Int. J. Bus. Perform. Supply Chain Model. 4 https://doi.org/10.1504/IJBPSCM.2015.073770 db/journals/ijbpscm/ijbpscm7.html#KumarAS15

Vinay Sharma Nakul Gupta Systematic literature review of quality management in healthcare organisations: exploring and organising extant research using nVivo. 2-16 2015 10 Int. J. Serv. Stand. 1/2 https://doi.org/10.1504/IJSS.2015.068062 db/journals/ijss/ijss10.html#SharmaG15

James W. Davis Vinay Sharma Ambrish Tyagi Mark A. Keck Human Detection and Tracking. 882-887 2015 Encyclopedia of Biometrics https://doi.org/10.1007/978-1-4899-7488-4_35 reference/bio/2015 db/reference/bio/2.html#DavisSTK15

Manoj Kumar Sekhwal Vinay Sharma Renu Sarin Identification of MFS proteins in sorghum using semantic similarity. 105-113 2013 132 Theory Biosci. 2 https://doi.org/10.1007/s12064-012-0174-z https://www.wikidata.org/entity/Q38458165 db/journals/tib/tib132.html#SekhwalSS13

Vinay Sharma Piyush Seth Shujauddin Niyazi Capability Enhancement of Women through Information Technology to Reduce Poverty, Inequality and Radical Feminism. 1-10 2012 3 Int. J. Asian Bus. Inf. Manag. 1 https://doi.org/10.4018/jabim.2012010101 db/journals/ijabim/ijabim3.html#SharmaSN12

Rajiv K. Varma Shah Arifur Rahman Vinay Sharma Tim Vanderheide Novel control of a PV solar system as STATCOM (PV-STATCOM) for preventing instability of induction motor load. 1-5 2012 CCECE https://doi.org/10.1109/CCECE.2012.6335042 conf/ccece/2012 db/conf/ccece/ccece2012.html#VarmaRSV12 Jason Clemons Sid Ying-Ze Bao Silvio Savarese Todd M. Austin Vinay Sharma MVSS: Michigan Visual Sonification System. 143-146 2012 ESPA https://doi.org/10.1109/ESPA.2012.6152466 https://www.wikidata.org/entity/Q30469139 conf/espa/2012 db/conf/espa/espa2012.html#ClemonsBSAS12 Vinay Sharma A blob representation for tracking robust to merging and fragmentation. 161-168 2012 WACV https://doi.org/10.1109/WACV.2012.6163020 https://doi.ieeecomputersociety.org/10.1109/WACV.2012.6163020 conf/wacv/2012 db/conf/wacv/wacv2012.html#Sharma12

Vinay Sharma Prasoom Dwivedi Piyush Seth Capability Approach: A Prospective Basis for Measuring the Entrepreneurial Development Schemes. 54-62 2011 2 Int. J. Asian Bus. Inf. Manag. 3 https://doi.org/10.4018/IJABIM.2011070105 db/journals/ijabim/ijabim2.html#SharmaDS11

Vinay Sharma Pankaj Madan Piyush Seth Capability Development of Customers: A Globally Viable Business Strategy for the Coming Age. 12-22 2011 2 Int. J. Strateg. Inf. Technol. Appl. 2 https://doi.org/10.4018/jsita.2011040102 db/journals/ijsita/ijsita2.html#SharmaMS11

Vinay Sharma Piyush Seth Shujauddin Niyazi Blue Ocean Strategy: A Vehicle for Entrepreneurship Development and Economic Growth in Rural Areas. 32-41 2010 1 Int. J. Asian Bus. Inf. Manag. 1 https://doi.org/10.4018/jabim.2010010104 db/journals/ijabim/ijabim1.html#SharmaSN10

James W. Davis Vinay Sharma Ambrish Tyagi Mark A. Keck Human Detection and Tracking. 708-712 2009 Encyclopedia of Biometrics https://doi.org/10.1007/978-0-387-73003-5_35 reference/bio/2009 db/reference/bio/h.html#DavisSTK09

James W. Davis Vinay Sharma Background-subtraction using contour-based fusion of thermal and visible imagery. 162-182 2007 106 Comput. Vis. Image Underst. 2-3 https://doi.org/10.1016/j.cviu.2006.06.010 db/journals/cviu/cviu106.html#DavisS07

James W. Davis Vinay Sharma Background-Subtraction in Thermal Imagery Using Contour Saliency. 161-181 2007 71 Int. J. Comput. Vis. 2 https://doi.org/10.1007/s11263-006-4121-7 db/journals/ijcv/ijcv71.html#DavisS07

Vinay Sharma James W. Davis Simultaneous Detection and Segmentation of Pedestrians using Top-down and Bottom-up Processing. 2007 conf/cvpr/2007 CVPR https://doi.org/10.1109/CVPR.2007.383498 https://doi.ieeecomputersociety.org/10.1109/CVPR.2007.383498 db/conf/cvpr/cvpr2007.html#SharmaD07 Vinay Sharma James W. Davis Integrating Appearance and Motion Cues for Simultaneous Detection and Segmentation of Pedestrians. 1-8 2007 ICCV https://doi.org/10.1109/ICCV.2007.4409035 https://doi.ieeecomputersociety.org/10.1109/ICCV.2007.4409035 conf/iccv/2007 db/conf/iccv/iccv2007.html#SharmaD07 Vinay Sharma James W. Davis Extraction of Person Silhouettes from Surveillance Imagery using MRFs. 33 2007 conf/wacv/2007 WACV https://doi.org/10.1109/WACV.2007.21 https://doi.ieeecomputersociety.org/10.1109/WACV.2007.21 db/conf/wacv/wacv2007.html#SharmaD07 Vinay Sharma James W. Davis Feature-level Fusion for Object Segmentation using Mutual Information. 139 2006 CVPR Workshops https://doi.org/10.1109/CVPRW.2006.81 https://doi.ieeecomputersociety.org/10.1109/CVPRW.2006.81 conf/cvpr/2006w db/conf/cvpr/cvprw2006.html#SharmaD06

Vinay Sharma Surender Kumar A study of process parameters for coal cutting under Indian environmental conditions using a hydro jet cutting system. 391-403 2005 7 Int. J. Manuf. Technol. Manag. 2/3/4 https://doi.org/10.1504/IJMTM.2005.006841 db/journals/ijmtm/ijmtm7.html#SharmaK05

Donna K. Byron Aakash Dalwani Ryan Gerritsen Mark A. Keck Thomas Mampilly Vinay Sharma Laura Stoia Timothy Weale Tianfang Xu Natural Noun Phrase Variation for Interactive Characters. 15-20 2005 conf/aiide/2005 AIIDE db/conf/aiide/aiide2005.html#ByronDGKMSSWX05 Donna K. Byron Thomas Mampilly Vinay Sharma Tianfang Xu Utilizing Visual Attention for Cross-Modal Coreference Interpretation. 83-96 2005 conf/context/2005 CONTEXT https://doi.org/10.1007/11508373_7 db/conf/context/context2005.html#ByronMSX05 James W. Davis Vinay Sharma Fusion-Based Background-Subtraction using Contour Saliency. 11 2005 CVPR Workshops https://doi.org/10.1109/CVPR.2005.462 https://doi.ieeecomputersociety.org/10.1109/CVPR.2005.462 conf/cvpr/2005w db/conf/cvpr/cvprw2005.html#DavisS05 James W. Davis Vinay Sharma Robust Background-Subtraction for Person Detection in Thermal Imagery. 128 2004 CVPR Workshops https://doi.org/10.1109/CVPR.2004.431 https://doi.ieeecomputersociety.org/10.1109/CVPR.2004.431 conf/cvpr/2004w db/conf/cvpr/cvprw2004.html#DavisS04 James W. Davis Vinay Sharma Robust Detection of People in Thermal Imagery. 713-716 2004 conf/icpr/2004 ICPR (4) https://doi.org/10.1109/ICPR.2004.1333872 https://doi.ieeecomputersociety.org/10.1109/ICPR.2004.1333872 db/conf/icpr/icpr2004-4.html#DavisS04 Rajat Agrawal Faez Ahmed Kiva Allgood Todd M. Austin Venkataramana Badarla Sid Ying-Ze Bao Aditya Bharade Soumyabrata Bhattacharjee Arthur Bizzi Sergio Paniego BlancoSergio Paniego Donna K. Byron José María Cañas Wei Chen Yi-Ping Chen Tanupriya Choudhury Jason Clemons Joseph Cohen Aaron W. Cornelius Aakash Dalwani James W. Davis Gaurav Dixit 0001 Hao Dong 0011 Prasoom Dwivedi Salman Faroz Olga Fink Florent Forest Gaëtan Frusque Mark D. Fuge Sergei Garmaev Ryan Gerritsen Benedikt Gieger Guo Dong Goh Nakul Gupta Satyandra K. Gupta Kuei-Fang Hsiao Chi-Ching Hsu Xun Huan George Q. Huang Xi Huang Devendra Jain Manish Jain Mojan Javaheripi Dai-Yan Ji Xiaodong Jia Albin John Kapil Kumar Joshi Byung-Gun Joung VispiNevile Karkaria Pramod Katara Mark A. Keck Yusuf Kesmen Sungjong Kim Lingbao Kong Ketan Kotecha Leandro Von Krannichfeldt Rupesh Kumar Surender Kumar Nilima Kumari Dimitris Kyritsis Jay Lee Sang Won Lee Zhan-Hong Li Jing Lin Chandrakanth Lns Zhan Ma 0003 Marco Macchi Pankaj Madan Venkatesham Maddela Thomas Mampilly Takanobu Minami Geetesh K. Mishra Rupesh K. Mishra Mona A. Mohamed A. M. Vinu Mohan Ram Mohril Ismail Nejjar Keivan Faghih Niresi Shujauddin Niyazi Mohammad S. Obaidat Rémi Tanguy Oddon Turgut Ozseven Vibhor Pandhare Chan Hee Park Muddapu Parvathi Adalberto Polenghi Satheesh Kumar Ponnambalam Hadi Pouransari Shiva H. C. Prasad Shah Arifur Rahman Gaurav Raj Jens Ravesloot Ayan Sar Renu Sarin Silvio Savarese Manoj Kumar Sekhwal Piyush Seth Bhisham Sharma Ravi Sharma Dilip U. Shenoy Yung C. Shin V. Singh Sanjeet Kumar Sinha Martin G. Skjæveland Jagjit Singh Srai Kevin Steiner Laura Stoia Hanqi Su Han Sun John W. Sutherland Cees Taal Xinlan Tang Fei Tao 0001 Pietro Tesini Raffael Theiler Yuan Tian 0014 Ying-Kuan Tsai Oncel Tuzel Ambrish Tyagi Sai Krishna Vaddadi Tim Vanderheide Rajiv K. Varma Shalini Verma Gregory W. Vogl Arild Waaler Qiyuan Wang Ruoxin Wang Zitong Wang Timothy Weale Amaury Wei Wei Wu Chenghao Xu Tianfang Xu Ankit Yadav Wai Yee Yeong Byeng D. Youn He Zhang Liangwei Zhang Zepeng Zhang Mengjie Zhao Zhiheng Zhao Zhigang Zhu 0003