Latent Transport

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  1. Wasserstein Gradient Flows and Forward-Only Diffusion Are Not Enough for Multimodal Sampling

    Oct 1, 2026Daniel McBride, Pratik Khandagale, Cristina Garcia-Cardona +1Wasserstein Gradient FlowsLatent Transport

  2. H-SPAR: Hydrodynamic-aware Simulation for Particle Transport and Autonomous Robots

    Oct 1, 2026Navid Zarrabi, Nariman Yousefi, Sajad SaeediFluid DynamicsRobot Navigation

  3. PTNO: Training Neural Operators with Noisy Monte Carlo Estimates for Particle Transport Problems

    Sep 30, 2026Yubo Cao, Xi Deng, Mengqi Xia +3Neural OperatorsLatent Transport

  4. Stable Transformers for Graph Generation

    Sep 30, 2026Luca Miglior, Alessio Gravina, Davide BacciuMultiplex Graph TransformersGenerative Models

  5. Fast and Scalable Multi-Agent Distribution Matching via Partitioned Optimal Transport

    Sep 30, 2026Kooktae Lee, Ruchika SinghDistribution MatchingLatent Transport

  6. PI-NOMT: Physics-Informed Neural Optimal Mass Transport for Brain Fluid Dynamics

    Sep 27, 2026Mehmet Emin Acar, Vahit Bugra Yesilkaynak, Helene Benveniste +1Latent TransportBayesian Inverse Problems

  7. Discrete Beckmann Transport Models for One-Step Language Modeling and Reasoning

    Sep 14, 2026Sophia Tang, Shiyi WangDiffusion Language ModelsAutoregressive Language Models

  8. Physics-Informed Neural Networks to Infer the Perpendicular Energy Conductivity in the Scrape-Off Layer of Stellarator Devices

    Sep 12, 2026J. Gallego (Departamento de Tecnología, CIEMAT, Spain) +23Parametric Physics-Informed Neural NetworkLatent Transport

  9. ParetoTransport: Generative Optimization by Mass Transport Toward The Pareto Front

    Sep 7, 2026Stephanie Holly, Sepp Hochreiter, Werner ZellingerMulti-Objective OptimizationPareto Frontier

  10. Differentiable Hybrid Modelling for Learning and Optimising Chemical Transport Processes from Experimental Data

    Sep 3, 2026Arthur Jessop, Mohammed Alsubeihi, Ben Moseley +1Chemical Process SystemsLatent Transport

  11. Mesh-Native Physics-Informed Graph Surrogates for TCAD-in-the-Loop Design Space Exploration

    Sep 2, 2026Leonid Popryho, Ayoub Sadeghi, Inna Partin-VaisbandMachine Learning SurrogatesLatent Transport

  12. Physics-Informed Neural Network Surrogate for Oxygen Vacancy Dynamics in epitaxial SrTiO3\mathrm{SrTiO_3} on Si memristors via Dynamic Spectral Optimization

    Sep 2, 2026Rodion Podorozhny, Nikoleta Theodoropoulou, Jelena TešićReram CrossbarParametric Physics-Informed Neural Network

  13. Generative Diffusion Surrogates with Analytical Variance Schedule

    Sep 1, 2026Patrick Reichherzer, Gianluca Gregori, David N. Hosking +1Diffusion DynamicsDiffusion Models

  14. Data-Driven Design Optimization of Streaming-Potential-Mediated Electrokinetic Transport of Viscoelastic Fluids in Microchannels

    Aug 30, 2026Ankan Basu, Sumanta BanerjeeFluid ControlsLatent Transport

  15. Hidden Gauge Controls Feature Specialization in ReLU Networks

    Aug 7, 2026Tongxi WangFeature LearningRectified Linear Unit Networks

  16. Beckmann Transport Models: From Autonomous Flows to One-Step Maps

    Aug 3, 2026Lee Cheuk-Kit, Florentin Coeurdoux, Yuyuan Chen +5Generative Flow NetworksLatent Transport

  17. Dense Temporal Contrast Synthesis via Conditioned Latent Transport

    Jul 31, 2026Smriti Joshi, Apostolia Tsirikoglou, Daniel M. Lang +15Magnetic Resonance ImagingAdaptive Histogram Equalization

  18. Field Codes for Distributed Coupling Samplers and Certified Empirical Transport

    Jul 29, 2026Hung Mai, Hai Nguyen, Luong Doan +4Optimal Transport ApproachAccelerated Sampling

  19. FlowPET: Physics-Informed Symplectic Flow Matching for Low-Count PET Reconstruction

    Jul 13, 2026Zheng Zhang, Hao Tang, Yingying Hu +2Positron Emission TomographyRiemannian Flow Matching

  20. PHITSBench: an execution-scored benchmark for AI-assisted PHITS radiation-transport input generation using natural language

    Jul 8, 2026Xianglin Ji, Svetlana V. BoriskinaData Generation PipelinesReproducibility

  21. Physics-guided spatiotemporal neural models for fuel density prediction

    Jul 8, 2026Tolga Caglar, Jaynil Jaiswal, Saqib Azim +3Physics-Guided Machine LearningWildfire Prediction

  22. Do Not Break the Vessels: Structure-Preserving Mean Flow for Vascular Image Translation

    Jun 30, 2026Changjin Sun, Zhuo Hu, Kaini Wang +6Latent TransportMeanflow

  23. DreamUV: Unwrap Artist-like UV by End-to-End Flow Matching

    Jun 21, 2026Quanyuan Ruan, Jiabao Lei, Xingyi Du +1LayoutsDeformable Cnn

  24. Intrinsic Flow Matching on Quantum Pure-State Manifolds with Phase-Aligned Transport

    Jun 19, 2026Jian Xu, Delu Zeng, John Paisley +1Conditional Flow MatchingLatent Transport

  25. First-Order Trajectory Matching: Fast Ensemble Predictions of Chaotic, Turbulent, Stochastic Systems

    Jun 9, 2026Shreya Jha, Timo Schorlepp, Nicholas Geissler +2Stochastic DynamicsSingle Trajectory

  26. Temporal Sheaf Neural Networks with Dynamic Orthogonal Transport

    Jun 8, 2026Md Sadek Hossain Asif, Tanzila Khan, Md. Mosaddek KhanTemporal Graph Neural NetworksSheaf Neural Networks

  27. Geodesic Flow Matching on a Riemannian Degradation Manifold for Blind Image Restoration

    Jun 4, 2026Akshay Janardan Bankar, Ankita Chatterjee, Sayan Banerjee +3Riemannian Flow MatchingImage Restoration

  28. S2M-Trek: From Single to Multi-Sphere Transport via Per-Frame Deep Sets on a Wheel-Legged Robot

    May 31, 2026Zong Chen, Xuebin Li, Jinpeng Xiao +5Humanoid Loco-ManipulationLegged Robots

  29. Learning effective Sargassum transport dynamics from limited drifter observations

    May 28, 2026F. J. Beron-VEra, M. J. Olascoaga, J. Morell +1Latent TransportLagrangian Methods

  30. Open Multimodal Datasets and Open-Source Software for Data-Driven Modeling of Multiphase Transport and Thermal Systems

    May 21, 2026Christy Dunlap, Hari Pandey, Stephen Pierson +6Multimodal DatasetData-Driven

  31. From Mean-Field Limits to Semiclassical Concentration: Global Convergence of the Canonical Evolutionary Strategy

    May 19, 2026Matías Neto, Nicolás Garay, Luis Martí +1Evolutionary OptimizationConvergence

  32. PACE: Geometry-Aware Bridge Transport for Single-Cell Trajectory Inference

    May 18, 2026Chenglei Yu, Chuanrui Wang, Bangyan Liao +1Latent TransportMissing Bridge

  33. SRC-Flow: Compact Semantic Representations Enable Normalizing Flows for Image Generation

    May 18, 2026Longtao Jiang, Jianmin Bao, Zhendong Wang +4Normalizing FlowsMulti-Reference Image Generation

  34. Path-independent Flow Matching for Multi-parameter Generative Dynamics

    May 13, 2026Francisco Téllez, AmirHossein Zamani, Philippe Martin +5Conditional Flow MatchingLatent Transport

  35. U-HNO: A U-shaped Hybrid Neural Operator with Sparse-Point Adaptive Routing for Non-stationary PDE Dynamics

    May 13, 2026Yingzhe Ma, Xiao Yang, Yuxin Xie +2Neural OperatorsPartial Differential Equations

  36. Teaching Molecular Dynamics to a Non-Autoregressive Ionic Transport Predictor

    May 10, 2026Jiyeon Kim, Byungju Lee, Won-Yong ShinMolecular DynamicsLatent Transport

  37. Data-driven transport modelling without overfit

    May 9, 2026Peter Vanya, Katarína Šimková, Rastislav FarkašTransportData-Driven

  38. Entropic Riemannian Neural Optimal Transport

    May 5, 2026Alessandro Micheli, Silvia Sapora, Anthea Monod +1Differentiable Optimal TransportKullback-Leibler Regularization

  39. A Few-Step Generative Model on Cumulative Flow Maps

    May 5, 2026Zhiqi Li, Duowen Chen, Yuchen Sun +1Flow MapFlow Models

  40. Geometry-free prediction of inertial lift forces in microfluidic devices using deep learning

    Apr 27, 2026Jesse Ward-Bond, Ali Mashadian, Timothy C. Y. Chan +1Fluid ControlsLatent Transport

  41. Integrated packing, placement, scheduling, and routing of personalized production: a pharmaceutical Industry 4.0 use-case with a planar transport system

    Apr 22, 2026Viktor Emil Korladinov, Antonin Novak, Zdeněk Hanzálek +2Job Shop SchedulingLogistics

  42. Collective Kernel EFT for Pre-activation ResNets

    Apr 17, 2026Hidetoshi Kawase, Toshihiro OtaResidual NetworksRenormalization Group

  43. One-Shot Generative Flows: Existence and Obstructions

    Apr 16, 2026Panos Tsimpos, Daniel Sharp, Youssef MarzoukInvertible FlowsVelocity Field

  44. SCALE:Scalable Conditional Atlas-Level Endpoint transport for virtual cell perturbation prediction

    Mar 18, 2026Shuizhou Chen, Lang Yu, Xueqin Lin +12Single-Cell Perturbation PredictionCohort