MR
Maziar Raissi
cs.LGstat.MLcs.AIcs.CEcs.NAmath.NAcs.SYeess.SYphysics.flu-dyncs.CV
On Valency
published · living versionsW_8mv3jn4a·v1 · currentpublished
Same Simulation, Different Evidence: Where Retrieved Tool Output Costs LLM Agents Accuracy
with Ke Zhang, Sahchit Chundur, Jerry Peprah Owusu, Mohammad Javad Abdolhosseini Qomi
1 version
W_5d28gwjs·v1published
Preprints & journals
62 papers in the corpus · 2013–2026Are Learned Vascular Tree Generators Better Than Conditional Resampling?2610.30449v1 · Reza Akbarian Bafghi, Sukirt Thakur, Maziar Raissi2026 · 0 citationsarXiv
CARS: a centerline-anchored attention surrogate for coronary blood flow on skeleton-generated lumen geometries2610.30498v1 · Reza Akbarian Bafghi, Sukirt Thakur, Maziar Raissi2026 · 0 citationsarXiv
Same Simulation, Different Evidence: Where Retrieved Tool Output Costs LLM Agents Accuracy2610.26836v1 · Ke Zhang, Sahchit Chundur, Jerry Peprah Owusu et al.2026 · 0 citationsarXivon Valency
Hyperelastic Cardiovascular NN-FE: A Framework for Integrating Nonlinear Finite Element Solvers with Neural Networks for the Hyperelastic Modeling of Cardiac Valve Tissue.42780239 · Makki, Maedeh, Holzapfel, Gerhard A, Raissi, Maziar et al.2026 · 0 citationsResearch square. 2026
PUNCH: Physics-informed uncertainty-aware network for coronary hemodynamics.42715716 · Thakur, Sukirt, Roper, Marcus, Zhou, Yang et al.2026 · 0 citationsMedical image analysis. 2027;115:104273
ToolGate: An Executable Acceptance Pipeline for Tool-Dependent Scientific Benchmark Construction2609.02067v1 · Ke Zhang, Yankang Liu, Roya Zandi et al.2026 · 0 citationsarXivon Valency
Backtrader-Bench: Benchmarking LLM Agents on Algorithmic Trading with Self-Generated MCQs2608.11232v1 · Ruoxi Zhao, Maziar Raissi2026 · 0 citationsarXiv
VeraGrid-Agent: Tool-Augmented LLMs for Distribution Optimal Power Flow at the Grid Edge2607.25155v1 · Shivanshu Tripathi, Hamed Mohsenian-Rad, Maziar Raissi2026 · 0 citationsarXiv
Spectrogram-Based Joint Detection, Localization, and Classification of Events in Continuously Recorded IBR Waveforms2607.20817v1 · Shivanshu Tripathi, Maziar Raissi, Hamed Mohsenian-Rad2026 · 0 citationsarXiv
PHREEQC-MCQ-200: A Diagnostic Benchmark for Tool-Augmented Scientific Simulator Agents2607.00436v1 · Ke Zhang, Sahchit Chundur, Mohammad Javad Qomi et al.2026 · 0 citationsarXiv
Beyond Compilation: Evaluating Faithful Natural-Language-to-Lean Statement Formalization2606.31002v4 · Ke Zhang, Patricio Gallardo Candela, Sudhir Murthy et al.2026 · 0 citationsarXiv
From Centerlines to Hemodynamics: Anisotropic RBF Decoders for Coronary Arteries2605.27578v2 · Reza Akbarian Bafghi, Sukirt Thakur, Maziar Raissi2026 · 0 citationsarXiv
Online Optimization with Unknown Time-Varying Parameters Using Noisy Gradient Measurements2605.22251v2 · Shivanshu Tripathi, Fabio Pasqualetti, Maziar Raissi2026 · 0 citationsarXiv
Understanding Tool-Augmented Agents for Lean Formalization: A Factorial Analysis2604.16538v1 · Ke Zhang, Patricio Gallardo, Maziar Raissi et al.2026 · 0 citationsarXiv
Learning Parameterized Nonlinear Elasticity on Curved Surfaces2604.12170v1 · Yankang Liu, Ke Zhang, Maziar Raissi et al.2026 · 0 citationsarXiv
Meta-Learning-Based Surrogate Models for Efficient Hyperparameter Optimization.41196795 · Deng, Liping, Raissi, Maziar, Xiao, MingQing2025 · 2 citationsIEEE transactions on pattern analysis and machine intelligence. 2025;PP
Test-Driven Agentic Framework for Reliable Robot Controller2603.00455v1 · Shivanshu Tripathi, Reza Akbarian Bafghi, Maziar Raissi2026 · 0 citationsarXiv
Deep Neural Network Parameter Selection via Dataset Similarity Under Meta-Learning Framework.41056167 · Deng, Liping, Raissi, Maziar, Xiao, MingQing2026 · 2 citationsIEEE transactions on pattern analysis and machine intelligence. 2026;48(2):1860-1872
Physics-informed neural networks in water and wastewater systems: a critical review.41638108 · Bella, Antonino Di, Raissi, Maziar, Santoro, Domenico et al.2026 · 34 citationsWater research. 2026;293:125449
Data-Efficient Physics-Informed Learning to Model Synchro-Waveform Dynamics of Grid-Integrated Inverter-Based Resources2601.17154v1 · Shivanshu Tripathi, Hossein Mohsenzadeh Yazdi, Maziar Raissi et al.2026 · 0 citationsarXiv
NewPINNs: Physics-Informing Neural Networks Using Conventional Solvers for Partial Differential Equations2601.17207v2 · Satish Chandran, Maedeh Makki, Maziar Raissi et al.2026 · 0 citationsarXiv
ELPINN: Eulerian Lagrangian Physics-Informed Neural Network2504.09053v1 · Sukirt Thakur, Maziar Raissi2025 · 0 citationsarXiv
Aligning to What? Limits to RLHF Based Alignment2503.09025v1 · Logan Barnhart, Reza Akbarian Bafghi, Stephen Becker et al.2025 · 3 citationsarXiv
Fine Tuning without Catastrophic Forgetting via Selective Low Rank Adaptation2501.15377v1 · Reza Akbarian Bafghi, Carden Bagwell, Avinash Ravichandran et al.2025 · 1 citationarXiv
Where Did Your Model Learn That? Label-free Influence for Self-supervised Learning2412.17170v1 · Nidhin Harilal, Amit Kiran Rege, Reza Akbarian Bafghi et al.2024 · 0 citationsarXiv
Physics-Informed Machine Learning for Smart Additive Manufacturing2407.10761v1 · Rahul Sharma, Maziar Raissi, Y.B. Guo2024 · 8 citationsarXiv
MixDiff: Mixing Natural and Synthetic Images for Robust Self-Supervised Representations2406.12368v2 · Reza Akbarian Bafghi, Nidhin Harilal, Claire Monteleoni et al.2024 · 0 citationsarXiv
Deep LPPLS: Forecasting of temporal critical points in natural, engineering and financial systems2405.12803v1 · Joshua Nielsen, Didier Sornette, Maziar Raissi2024 · 4 citationsarXiv
Parameter Efficient Fine-tuning of Self-supervised ViTs without Catastrophic Forgetting2404.17245v2 · Reza Akbarian Bafghi, Nidhin Harilal, Claire Monteleoni et al.2024 · 7 citationsarXiv
PINNs-TF2: Fast and User-Friendly Physics-Informed Neural Networks in TensorFlow V22311.03626v1 · Reza Akbarian Bafghi, Maziar Raissi2023 · 4 citationsarXiv
A Survey on Physics Informed Reinforcement Learning: Review and Open Problems2309.01909v1 · Chayan Banerjee, Kien Nguyen, Clinton Fookes et al.2023 · 81 citationsExpert Systems with Applications, Volume 287, 25 August 2025, 128166
Physics-Informed Machine Learning of Argon Gas-Driven Melt Pool Dynamics2307.12304v1 · R. Sharma, W. Grace Guo, M. Raissi et al.2023 · 29 citationsarXiv
Real Estate Property Valuation using Self-Supervised Vision Transformers2302.00117v1 · Mahdieh Yazdani, Maziar Raissi2023 · 3 citationsarXiv
Temporal Consistency Loss for Physics-Informed Neural Networks2301.13262v1 · Sukirt Thakur, Maziar Raissi, Harsa Mitra et al.2023 · 16 citationsarXiv
Open Problems in Applied Deep Learning2301.11316v1 · Maziar Raissi2023 · 8 citationsarXiv
ViscoelasticNet: A physics informed neural network framework for stress discovery and model selection2209.06972v2 · Sukirt Thakur, Maziar Raissi, Arezoo M. Ardekani2022 · 45 citationsViscoelasticNet: A physics informed neural network framework for stress discovery and model selection, Journal of Non-Newtonian Fluid Mechanics, Volume 330, 2024, 105265, ISSN 0377-0257
Scientific Machine Learning through Physics-Informed Neural Networks: Where we are and What's next2201.05624v4 · Salvatore Cuomo, Vincenzo Schiano di Cola, Fabio Giampaolo et al.2022 · 2,812 citationsarXiv
Call for Special Issue Papers: Big Scientific Data and Machine Learning in Science and Engineering.34788126 · Anaraki, Farhad Pourkamali, Hariri-Ardebili, M Amin, Becker, Stephen et al.2022 · 0 citationsBig data. 2021;9(6):409-410
Data-driven approaches for predicting spread of infectious diseases through DINNs: Disease Informed Neural Networks2110.05445v3 · Sagi Shaier, Maziar Raissi, Padmanabhan Seshaiyer2021 · 26 citationsarXiv
Call for Special Issue Papers: Big Scientific Data and Machine Learning in Science and Engineering.34665004 · Anaraki, Farhad Pourkamali, Hariri-Ardebili, M Amin, Becker, Stephen et al.2021 · 0 citationsBig data. 2021;9(5):404-405
Call for Special Issue Papers: Big Scientific Data and Machine Learning in Science and Engineering.34403283 · Anaraki, Farhad Pourkamali, Hariri-Ardebili, M Amin, Becker, Stephen et al.2021 · 0 citationsBig data. 2021;9(4):326-327
Systems biology informed deep learning for inferring parameters and hidden dynamics.33206658 · Yazdani, Alireza, Lu, Lu, Raissi, Maziar et al.2021 · 331 citationsPLoS computational biology. 2020;16(11):e1007575
A deep learning framework for solution and discovery in solid mechanics2003.02751v2 · Ehsan Haghighat, Maziar Raissi, Adrian Moure et al.2020 · 78 citationsarXiv
Hidden fluid mechanics: Learning velocity and pressure fields from flow visualizations.32001523 · Raissi, Maziar, Yazdani, Alireza, Karniadakis, George Em2020 · 2,115 citationsScience (New York, N.Y.). 2020;367(6481):1026-1030
Deep Learning of Turbulent Scalar Mixing1811.07095v1 · Maziar Raissi, Hessam Babaee, Peyman Givi2018 · 71 citationsarXiv
Deep Learning of Vortex Induced Vibrations1808.08952v1 · Maziar Raissi, Zhicheng Wang, Michael S. Triantafyllou et al.2018 · 448 citationsarXiv
Hidden Fluid Mechanics: A Navier-Stokes Informed Deep Learning Framework for Assimilating Flow Visualization Data1808.04327v1 · Maziar Raissi, Alireza Yazdani, George Em Karniadakis2018 · 139 citationsarXiv
Machine Learning of Space-Fractional Differential Equations1808.00931v3 · Mamikon Gulian, Maziar Raissi, Paris Perdikaris et al.2018 · 55 citationsarXiv
Forward-Backward Stochastic Neural Networks: Deep Learning of High-dimensional Partial Differential Equations1804.07010v1 · Maziar Raissi2018 · 148 citationsarXiv
Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations1801.06637v1 · Maziar Raissi2018 · 605 citationsarXiv
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