Methods › Graphs › Graph Models › GNS

Graph Network-based Simulators

GNS

21 papers tagged archive 2025-07-28

Introduced by Alvaro Sanchez-Gonzalez et al. in Learning to Simulate Complex Physics with Graph Networks

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Papers archive 2025-07-28

21 shown of 21, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• Normalization Layer Per-Example Gradients are Sufficient to Predict Gradient Noise Scale in Transformers
  1 Nov 2024 · 1 repository · arXiv:2411.00999
  Syntology ran 2 of 13 samples · 11 unverified · 13 pointer-only (licence)
• MBDS: A Multi-Body Dynamics Simulation Dataset for Graph Networks Simulators
  4 Oct 2024 · 1 repository · arXiv:2410.03107
• UAV-Enabled Data Collection for IoT Networks via Rainbow Learning
  22 Sep 2024 · 0 repositories · arXiv:2409.14521
• Learning to Simulate Aerosol Dynamics with Graph Neural Networks
  20 Sep 2024 · 1 repository · arXiv:2409.13861
• Finite-difference-informed graph network for solving steady-state incompressible flows on block-structured grids
  15 Jun 2024 · 0 repositories · arXiv:2406.10534
• Asymptotic Unbiased Sample Sampling to Speed Up Sharpness-Aware Minimization
  12 Jun 2024 · 0 repositories · arXiv:2406.08001
• Adaptive Graph Normalized Sign Algorithm
  7 May 2024 · 0 repositories · arXiv:2405.04107
• Inverse analysis of granular flows using differentiable graph neural network simulator
  17 Jan 2024 · 0 repositories · arXiv:2401.13695
• Three-dimensional granular flow simulation using graph neural network-based learned simulator
  13 Nov 2023 · 0 repositories · arXiv:2311.07416
• LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite
  28 Sep 2023 · 2 repositories · arXiv:2309.16342
  Syntology ran 23 of 27 samples · 4 unverified · 3 pointer-only (licence)
• Accelerating Particle and Fluid Simulations with Differentiable Graph Networks for Solving Forward and Inverse Problems
  23 Sep 2023 · 0 repositories · arXiv:2309.13348
• Graph Neural Network-based surrogate model for granular flows
  9 May 2023 · 1 repository · arXiv:2305.05218
• GNS: A generalizable Graph Neural Network-based simulator for particulate and fluid modeling
  18 Nov 2022 · 1 repository · arXiv:2211.10228
• Cost-Efficient Deployment of a Reliable Multi-UAV Unmanned Aerial System
  30 Aug 2022 · 0 repositories · arXiv:2208.14503
• Fairness Based Energy-Efficient 3D Path Planning of a Portable Access Point: A Deep Reinforcement Learning Approach
  10 Aug 2022 · 0 repositories · arXiv:2208.05265
• Minority Report: A Graph Network Oracle for In Situ Visualization
  25 Jun 2022 · 0 repositories · arXiv:2206.12683
• Subspace Graph Physics: Real-Time Rigid Body-Driven Granular Flow Simulation
  18 Nov 2021 · 1 repository · arXiv:2111.10206
• Manipulation of Granular Materials by Learning Particle Interactions
  3 Nov 2021 · 1 repository · arXiv:2111.02274
• Learning to Schedule Learning rate with Graph Neural Networks
  29 Sep 2021 · 0 repositories
• Relational VAE: A Continuous Latent Variable Model for Graph Structured Data
  30 Jun 2021 · 1 repository · arXiv:2106.16049
• Learning to Simulate Complex Physics with Graph Networks
  21 Feb 2020 · 13 repositories · arXiv:2002.09405
  Syntology ran 9 of 24 samples · 15 unverified · 13 pointer-only (licence)

Tasks archive 2025-07-28

20 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections