Cover Image

Neural operators struggle to learn complex PDEs in pedestrian mobility: Hughes model case study

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chauhan, Prajwal, Choutri, Salah Eddine, Ghattassi, Mohamed, Masmoudi, Nader, Jabari, Saif Eddin
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Efficient Dilated Squeeze and Excitation Neural Operator for Differential Equations
by: Chauhan, Prajwal, et al.
Published: (2026)

Monte Carlo-Type Neural Operator for Differential Equations
by: Choutri, Salah Eddine, et al.
Published: (2025)

Learning Solution Operators for Partial Differential Equations via Monte Carlo-Type Approximation
by: Choutri, Salah Eddine, et al.
Published: (2025)

Backpressure-based Mean-field Type Game for Scheduling in Multi-Hop Wireless Sensor Networks
by: Choutri, Salah Eddine, et al.
Published: (2025)

Catastrophic Overfitting, Entropy Gap and Participation Ratio: A Noiseless $l^p$ Norm Solution for Fast Adversarial Training
by: Mehouachi, Fares B., et al.
Published: (2025)

Countering adversarial perturbations in graphs using error correcting codes
by: Jabari, Saif Eddin
Published: (2024)

Koopman Autoencoders Learn Neural Representation Dynamics
by: Aswani, Nishant Suresh, et al.
Published: (2025)

FlowMixer: A Depth-Agnostic Neural Architecture for Interpretable Spatiotemporal Forecasting
by: Mehouachi, Fares B., et al.
Published: (2025)

Fourier neural operator for learning solutions to macroscopic traffic flow models: Application to the forward and inverse problems
by: Thodi, Bilal Thonnam, et al.
Published: (2023)

Dynamic Mode Decomposition along Depth in Vision Transformers
by: Aswani, Nishant Suresh, et al.
Published: (2026)

Representing Neural Network Layers as Linear Operations via Koopman Operator Theory
by: Aswani, Nishant Suresh, et al.
Published: (2024)

Blow-Up Dynamics for the $L^2$ critical case of the $2$D Zakharov-Kuznetsov equation
by: Bozgan, Francisc, et al.
Published: (2024)

Nonlinear enhanced dissipation in viscous Burgers type equations
by: Ghoul, Tej-Eddine, et al.
Published: (2022)

Nonlinear enhanced dissipation in viscous Burgers type equations II
by: Ghoul, Tej-Eddine, et al.
Published: (2022)

Urban traffic analysis and forecasting through shared Koopman eigenmodes
by: Yang, Chuhan, et al.
Published: (2024)

Towards stable AI systems for Evaluating Arabic Pronunciations
by: Zaatiti, Hadi, et al.
Published: (2025)

PiDAn: A Coherence Optimization Approach for Backdoor Attack Detection and Mitigation in Deep Neural Networks
by: Wang, Yue, et al.
Published: (2022)

Singularity formed by the collision of two collapsing solitons in interaction for the 2D Keller-Segel system
by: Collot, Charles, et al.
Published: (2024)

Reversal in the Stationary Prandtl Equations
by: Iyer, Sameer, et al.
Published: (2022)

Nonlinear inviscid damping for a class of monotone shear flows in finite channel
by: Masmoudi, Nader, et al.
Published: (2020)

A dynamical approach to the study of instability near Couette flow
by: Li, Hui, et al.
Published: (2022)

Real-Time Indoor Object Detection based on hybrid CNN-Transformer Approach
by: Laidoudi, Salah Eddine, et al.
Published: (2024)

Modular Biframes for Operators
by: Oustani, Salah Eddine, et al.
Published: (2024)

Contextual Data Integration for Bike-sharing Demand Prediction with Graph Neural Networks in Degraded Weather Conditions
by: Rochas, Romain, et al.
Published: (2024)

Can a mobile robot learn from a pedestrian model to prevent the sidewalk salsa?
by: Siebinga, Olger, et al.
Published: (2025)

Large language models struggle with ethnographic text annotation
by: Goodall, Leonardo S., et al.
Published: (2026)

Ensemble of pre-trained language models and data augmentation for hate speech detection from Arabic tweets
by: Daouadi, Kheir Eddine, et al.
Published: (2024)

Convolutional-neural-operator-based transfer learning for solving PDEs
by: Fan, Peng, et al.
Published: (2025)

CineInfini: Adaptive Multi-Stage Video Quality Audit Pipeline
by: BENBRAHIM, Salah-Eddine
Published: (2026)

CineInfini: Adaptive Multi‑Stage Video Quality Audit Pipeline
by: BENBRAHIM, Salah-Eddine
Published: (2026)

CineInfini: Adaptive Multi‑Stage Video Quality Audit Pipeline
by: BENBRAHIM, Salah-Eddine
Published: (2026)

CineInfini: Adaptive Multi-Stage Video Quality Audit Pipeline
by: BENBRAHIM, Salah-Eddine
Published: (2026)

Gradient blowup of smooth vacuum solutions to 1D compressible Euler equations
by: Jang, Juhi, et al.
Published: (2026)

Waiting Time Solutions in gas dynamics
by: Jang, Juhi, et al.
Published: (2025)

Realistic pedestrian-driver interaction modelling using multi-agent RL with human perceptual-motor constraints
by: Wang, Yueyang, et al.
Published: (2025)

Multi-agent reinforcement learning using echo-state network and its application to pedestrian dynamics
by: Komatsu, Hisato
Published: (2023)

From artificial to organic: Rethinking the roots of intelligence for digital health
by: Ghimire, Prajwal, et al.
Published: (2025)

Secure and Parallel Determinant Computation for Large-Scale Matrices in Edge Environments
by: Panth, Prajwal
Published: (2026)

VLM-PAR: A Vision Language Model for Pedestrian Attribute Recognition
by: Sellam, Abdellah Zakaria, et al.
Published: (2025)

Blow-up of the one-dimensional wave equation with quadratic spatial derivative nonlinearity
by: Ghoul, Tej-eddine, et al.
Published: (2025)