Cover Image

MPFBench: A Large Scale Dataset for SciML of Multi-Phase-Flows: Droplet and Bubble Dynamics

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Shadkhah, Mehdi, Tali, Ronak, Rabeh, Ali, Yang, Cheng-Hau, Herron, Ethan, Upadhyaya, Abhisek, Krishnamurthy, Adarsh, Hegde, Chinmay, Balu, Aditya, Ganapathysubramanian, Baskar
Format:	Preprint
Published:	2025
Subjects:	Fluid Dynamics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Geometry Matters: Benchmarking Scientific ML Approaches for Flow Prediction around Complex Geometries
by: Rabeh, Ali, et al.
Published: (2024)

FlowBench: A Large Scale Benchmark for Flow Simulation over Complex Geometries
by: Tali, Ronak, et al.
Published: (2024)

STITCH: Surface reconstrucTion using Implicit neural representations with Topology Constraints and persistent Homology
by: Jignasu, Anushrut, et al.
Published: (2024)

3D Multiphase Heterogeneous Microstructure Generation Using Conditional Latent Diffusion Models
by: Baishnab, Nirmal, et al.
Published: (2025)

3D Neural Operator-Based Flow Surrogates around 3D geometries: Signed Distance Functions and Derivative Constraints
by: Rabeh, Ali, et al.
Published: (2025)

Predicting Time-Dependent Flow Over Complex Geometries Using Operator Networks
by: Rabeh, Ali, et al.
Published: (2025)

Direct Flow Simulations with Implicit Neural Representation of Complex Geometry
by: Karki, Samundra, et al.
Published: (2025)

Slice-100K: A Multimodal Dataset for Extrusion-based 3D Printing
by: Jignasu, Anushrut, et al.
Published: (2024)

A Shifted Boundary Method for Thermal Flows
by: Yang, Cheng-Hau, et al.
Published: (2024)

Simulating incompressible flows over complex geometries using the shifted boundary method with incomplete adaptive octree meshes
by: Yang, Cheng-Hau, et al.
Published: (2024)

GENIE: Gram-Eigenmode INR Editing with Closed-Form Geometry Updates
by: Karki, Samundra, et al.
Published: (2026)

Neural Geometry for PDEs: Regularity, Stability, and Convergence Guarantees
by: Karki, Samundra, et al.
Published: (2026)

ADKO: Agentic Decentralized Knowledge Optimization
by: Rillo, Lucas Nerone, et al.
Published: (2026)

SC-NeRF: NeRF-based Point Cloud Reconstruction using a Stationary Camera for Agricultural Applications
by: Ku, Kibon, et al.
Published: (2025)

High-Resolution Thermal Simulation Framework for Extrusion-based Additive Manufacturing of Complex Geometries
by: Gamdha, Dhruv, et al.
Published: (2023)

MaizeField3D: A Curated 3D Point Cloud and Procedural Model Dataset of Field-Grown Maize from a Diversity Panel
by: Kimara, Elvis, et al.
Published: (2025)

Leveraging Vision Language Models for Specialized Agricultural Tasks
by: Arshad, Muhammad Arbab, et al.
Published: (2024)

SciML Agents: Write the Solver, Not the Solution
by: Gaonkar, Saarth, et al.
Published: (2025)

Mechanics Simulation with Implicit Neural Representations of Complex Geometries
by: Karki, Samundra, et al.
Published: (2025)

HS-3D-NeRF: 3D Surface and Hyperspectral Reconstruction From Stationary Hyperspectral Images Using Multi-Channel NeRFs
by: Ku, Kibon, et al.
Published: (2026)

Accessing the Effect of Phyllotaxy and Planting Density on Light Use Efficiency in Field-Grown Maize using 3D Reconstructions
by: Saleem, Nasla, et al.
Published: (2025)

Evaluating Neural Radiance Fields (NeRFs) for 3D Plant Geometry Reconstruction in Field Conditions
by: Arshad, Muhammad Arbab, et al.
Published: (2024)

Introduction to optimization methods for training SciML models
by: Kopaničáková, Alena, et al.
Published: (2026)

GRATEV2.0: Computational Tools for Real-time Analysis of High-throughput High-resolution TEM (HRTEM) Images of Conjugated Polymers
by: Gamdha, Dhruv, et al.
Published: (2024)

Procedural Generation of 3D Maize Plant Architecture from LIDAR Data
by: Hadadi, Mozhgan, et al.
Published: (2025)

Trustworthy LLM-Mediated Communication: Evaluating Information Fidelity in LLM as a Communicator (LAAC) Framework in Multiple Application Domains
by: Rafi, Mohammed Musthafa, et al.
Published: (2025)

Position: Optimization in SciML Should Employ the Function Space Geometry
by: Müller, Johannes, et al.
Published: (2024)

Modeling and simulations of high-density two-phase flows using projection-based Cahn-Hilliard Navier-Stokes equations
by: Rabeh, Ali, et al.
Published: (2024)

Data-Efficient Inference of Neural Fluid Fields via SciML Foundation Model
by: Liu, Yuqiu, et al.
Published: (2024)

3D Reconstruction of Protein Structures from Multi-view AFM Images using Neural Radiance Fields (NeRFs)
by: Rade, Jaydeep, et al.
Published: (2024)

Unveiling Multi-regime Patterns in SciML: Distinct Failure Modes and Regime-specific Optimization
by: Wang, Yuxin, et al.
Published: (2026)

LUMOS: Democratizing SciML Workflows with L0-Regularized Learning for Unified Feature and Parameter Adaptation
by: Gao, Shouwei, et al.
Published: (2026)

Towards smart canopies: Algorithmic design of maize canopy architectures that maximize light use efficiency
by: Saleem, Nasla, et al.
Published: (2025)

FloraForge: LLM-Assisted Procedural Generation of Editable and Analysis-Ready 3D Plant Geometric Models For Agricultural Applications
by: Hadadi, Mozhgan, et al.
Published: (2025)

Zero‐shot insect detection via weak language supervision
by: Benjamin Feuer, et al.
Published: (2024)

Measure Many Quantum Finite Automata on Infinite Words
by: Midya, Abhisek, et al.
Published: (2026)

Class-specific Data Augmentation for Plant Stress Classification
by: Saleem, Nasla, et al.
Published: (2024)

Class‐specific data augmentation for plant stress classification
by: Nasla Saleem, et al.
Published: (2024)

Robust soybean seed yield estimation using high-throughput ground robot videos
by: Feng, Jiale, et al.
Published: (2024)

DeCAF: Decentralized Consensus-And-Factorization for Low-Rank Adaptation of Foundation Models
by: Saadati, Nastaran, et al.
Published: (2025)