Beyond Simulation: Retain-and-Repair Neural Operators for Real-World Adaptation
cs.LG
Submitted: 2026-09-30
Updated: 2026-09-30
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- FourCastNet 3: A geometric approach to probabilistic machine-learning weather forecasting at scale
- Fourier Neural Operator based surrogates for $CO_2$ storage in realistic geologies
- Parameterized Physics-informed Neural Networks for Parameterized PDEs
- Depth-Adaptive Transformer
- Adaptive Computation Time for Recurrent Neural Networks
- DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training
- FLAME: Physics-Guided Neural Operators for Onboard Satellite Methane Detection in Hyperspectral Imagery
- Learning Neural PDE Solvers with Convergence Guarantees
- RealPDEBench: A Benchmark for Complex Physical Systems with Real-World Data
- Snapshot Ensembles: Train 1, get M for free
- LoopFormer: Elastic-Depth Looped Transformers for Latent Reasoning via Shortcut Modulation
- Fourier Neural Operator for Parametric Partial Differential Equations
- Iterative Refinement Neural Operators are Learned Fixed-Point Solvers: A Principled Approach to Spectral Bias Mitigation
- Fixed-Point Reasoners: Stable and Adaptive Deep Looped Transformers
- FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators
- Transolver: A Fast Transformer Solver for PDEs on General Geometries
Related papers
- Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
- AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
- Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
- Convergence issues in Relational Concept Analysis based on AOC-posets
- Beliefs Beyond Posteriors: The Predictive Cost of ELBO Binding
- Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks