AI for Computational Engineering

AI4CE

AI for Computational Engineering refers to the application of artificial intelligence techniques to solve complex engineering problems. This includes using AI for simulation, optimization, and design in various engineering fields.

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Towards Open Standards for Systemic Complexity in Digital Forensics Paola Di Maio AI4CE 0 0 0 15 Dec 2025
Evaluating Adversarial Attacks on Federated Learning for Temperature Forecasting Karina Chichifoi Fabio Merizzi Michele Colajanni AAML AI4CE 0 0 0 15 Dec 2025
Wait, Wait, Wait... Why Do Reasoning Models Loop? Charilaos Pipis Shivam Garg Vasilis Kontonis Vaishnavi Shrivastava Akshay Krishnamurthy Dimitris Papailiopoulos LRM AI4CE 4 0 0 15 Dec 2025
PolySet: Restoring the Statistical Ensemble Nature of Polymers for Machine Learning Khalid Ferji AI4CE 0 0 0 15 Dec 2025
Multi-fidelity aerodynamic data fusion by autoencoder transfer learning Javier Nieto-Centenero Esther Andrés Rodrigo Castellanos AI4CE 7 0 0 15 Dec 2025
Lightweight Dynamic Modeling of Cable-Driven Continuum Robots Based on Actuation-Space Energy Formulation Fangju Yang Hang Yang Ibrahim Alsarraj Yuhao Wang Ke Wu AI4CE 0 0 0 15 Dec 2025
Predicted-occupancy grids for vehicle safety applications based on autoencoders and the Random Forest algorithm Parthasarathy Nadarajan Michael Botsch Sebastian Sardina AI4CE 0 0 0 15 Dec 2025
DBT-DINO: Towards Foundation model based analysis of Digital Breast Tomosynthesis Felix J. Dorfner Manon A. Dorster Ryan Connolly Oscar Gentilhomme Edward Gibbs ... Thomas Schultz Manisha Bahl Dania Daye Albert E. Kim Christopher P. Bridge AI4CE 16 0 0 15 Dec 2025
LINA: Learning INterventions Adaptively for Physical Alignment and Generalization in Diffusion Models Shu Yu Chaochao Lu DiffM AI4CE 8 0 0 15 Dec 2025
Real-Time AI-Driven Milling Digital Twin Towards Extreme Low-Latency Wenyi Liu R. Sharma W. "Grace" Guo J. Yi Y.B. Guo AI4CE 16 0 0 15 Dec 2025
Meta-GPT: Decoding the Metasurface Genome with Generative Artificial Intelligence David Dang Stuart Love Meena Salib Quynh Dang Samuel Rothfarb Mysk Alnatour Andrew Salij Hou-Tong Chen Ho Wai Wilton J.M. Kort-Kamp AI4CE 0 0 0 15 Dec 2025
Investigating Data Pruning for Pretraining Biological Foundation Models at Scale Yifan Wu Jiyue Jiang Xichen Ye Yiqi Wang Chang Zhou ... He Hu Weizhong Zhang Cheng Jin Jiao Yuan Yu Li AI4CE 0 0 0 15 Dec 2025
Torch Geometric Pool: the Pytorch library for pooling in Graph Neural Networks Filippo Maria Bianchi Carlo Abate Ivan Marisca AI4CE 0 0 0 14 Dec 2025
Improving Recursive Transformers with Mixture of LoRAs Mohammadmahdi Nouriborji Morteza Rohanian Omid Rohanian MoE AI4CE 68 0 0 14 Dec 2025
Flow-matching Operators for Residual-Augmented Probabilistic Learning of Partial Differential Equations Sahil Bhola Karthik Duraisamy AI4CE 0 0 0 14 Dec 2025
On Approaches to Building Surrogate ODE Models for Diffusion Bridges Maria Khilchuk Vladimir Latypov Pavel Kleshchev Alexander Hvatov DiffM AI4CE 0 0 0 14 Dec 2025
Quantum Implicit Neural Representations for 3D Scene Reconstruction and Novel View Synthesis Yeray Cordero Paula García-Molina Fernando Vilariño AI4CE 93 0 0 14 Dec 2025
Balancing Accuracy and Speed: A Multi-Fidelity Ensemble Kalman Filter with a Machine Learning Surrogate Model Jeffrey van der Voort Martin Verlaan Hanne Kekkonen AI4CE 1 0 0 13 Dec 2025
Large language models have learned to use language Gary Lupyan ELM AI4CE 102 0 0 13 Dec 2025
BRIDG-ICS: AI-Grounded Knowledge Graphs for Intelligent Threat Analytics in Industry~5.0 Cyber-Physical Systems Padmeswari Nandiya Ahmad Mohsin Ahmed Ibrahim Iqbal H. Sarker Helge Janicke AI4CE 0 0 0 13 Dec 2025
Dynamical modeling of nonlinear latent factors in multiscale neural activity with real-time inference Eray Erturk Maryam M. Shanechi AI4CE 0 0 0 13 Dec 2025
Programmable Deformation Design of Porous Soft Actuator through Volumetric-Pattern-Induced Anisotropy Canqi Meng Weibang Bai AI4CE 0 0 0 13 Dec 2025
HydroDiffusion: Diffusion-Based Probabilistic Streamflow Forecasting with a State Space Backbone Yihan Wang Annan Yu Lujun Zhang Charuleka Varadharajan N. Benjamin Erichson DiffM AI4TS AI4CE 0 0 0 13 Dec 2025
Entropy Collapse: A Universal Failure Mode of Intelligent Systems Truong Xuan Khanh Truong Quynh Hoa AI4CE 0 0 0 13 Dec 2025
AGAPI-Agents: An Open-Access Agentic AI Platform for Accelerated Materials Design on AtomGPT.org Jaehyung Lee Justin Ely Kent Zhang Akshaya Ajith Charles Rhys Campbell Kamal Choudhary LLMAG AI4CE 89 0 0 12 Dec 2025
On the failure of ReLU activation for physics-informed machine learning Conor Rowan PINN AI4CE 94 0 0 12 Dec 2025
NeuralOGCM: Differentiable Ocean Modeling with Learnable Physics Hao Wu Yuan Gao Fan Xu Fan Zhang Guangliang Liu Yuxuan Liang Xiaomeng Huang PINN AI4CE 80 0 0 12 Dec 2025
A Fast Interpretable Fuzzy Tree Learner Javier Fumanal-Idocin Raquel Fernandez-Peralta Javier Andreu-Perez AI4CE 8 0 0 12 Dec 2025
Generative Parametric Design (GPD): A framework for real-time geometry generation and on-the-fly multiparametric approximation Mohammed El Fallaki Idrissi Jad Mounayer Sebastian Rodriguez Fodil Meraghni Francisco Chinesta AI4CE 12 0 0 12 Dec 2025
A probabilistic foundation model for crystal structure denoising, phase classification, and order parameters Hyuna Kwon Babak Sadigh Sebastien Hamel Vincenzo Lordi John Klepeis Fei Zhou DiffM AI4CE 4 0 0 11 Dec 2025
Refining Graphical Neural Network Predictions Using Flow Matching for Optimal Power Flow with Constraint-Satisfaction Guarantee Kshitiz Khanal AI4CE 0 0 0 11 Dec 2025
Supervised Learning of Random Neural Architectures Structured by Latent Random Fields on Compact Boundaryless Multiply-Connected Manifolds Christian Soize AI4CE 44 0 0 11 Dec 2025
Dynamics of Agentic Loops in Large Language Models: A Geometric Theory of Trajectories Nicolas Tacheny AI4CE 48 0 0 11 Dec 2025
Bidirectional Normalizing Flow: From Data to Noise and Back Yiyang Lu Qiao Sun Xianbang Wang Zhicheng Jiang Hanhong Zhao Kaiming He AI4CE 92 0 0 11 Dec 2025
Harnessing Rich Multi-Modal Data for Spatial-Temporal Homophily-Embedded Graph Learning Across Domains and Localities Takuya Kurihana Xiaojian Zhang Wing Yee Au Hon Yung Wong AI4CE 0 0 0 11 Dec 2025
Learning Controllable and Diverse Player Behaviors in Multi-Agent Environments Atahan Cilan Atay Özgövde AI4CE 60 0 0 11 Dec 2025
On the Dynamics of Multi-Agent LLM Communities Driven by Value Diversity Muhua Huang Qinlin Zhao Xiaoyuan Yi Xing Xie AI4CE 56 0 0 11 Dec 2025
Achieving Olympia-Level Geometry Large Language Model Agent via Complexity Boosting Reinforcement Learning Haiteng Zhao Junhao Shen Yiming Zhang Songyang Gao Kuikun Liu Tianyou Ma Fan Zheng Dahua Lin Wenwei Zhang Kai Chen LRM AI4CE 64 0 0 11 Dec 2025
Uniform winning strategies for the synchronization games on subclasses of finite automata Henning Fernau Carolina Haase Stefan Hoffmann Mikhail Volkov AI4CE 0 0 0 11 Dec 2025
Data-Driven Model Reduction using WeldNet: Windowed Encoders for Learning Dynamics Biraj Dahal Jiahui Cheng Hao Liu Rongjie Lai Wenjing Liao AI4CE 4 0 0 11 Dec 2025
A Kernel-based Resource-efficient Neural Surrogate for Multi-fidelity Prediction of Aerodynamic Field Apurba Sarker Reza T. Batley Darshan Sarojini Sourav Saha AI4CE 64 0 0 11 Dec 2025
Phythesis: Physics-Guided Evolutionary Scene Synthesis for Energy-Efficient Data Center Design via LLMs Minghao LI Ruihang Wang Rui Tan Yonggang Wen AI4CE 48 0 0 11 Dec 2025
Scaling Behavior of Discrete Diffusion Language Models Dimitri von Rütte Janis Fluri Omead Pooladzandi Bernhard Schölkopf Thomas Hofmann Antonio Orvieto AI4CE 96 0 0 11 Dec 2025
Weird Generalization and Inductive Backdoors: New Ways to Corrupt LLMs Jan Betley Jorio Cocola Dylan Feng James Chua Andy Arditi Anna Sztyber-Betley Owain Evans AI4CE 116 0 0 10 Dec 2025
Rates and architectures for learning geometrically non-trivial operators T. Mitchell Roddenberry Leo Tzou Ivan Dokmanić Maarten V. de Hoop Richard G. Baraniuk AI4CE 24 0 0 10 Dec 2025
Architectures for Building Agentic AI Sławomir Nowaczyk AI4CE 52 0 0 10 Dec 2025
Towards Resilient Transportation: A Conditional Transformer for Accident-Informed Traffic Forecasting Hongjun Wang Jiawei Yong Jiawei Wang Shintaro Fukushima Renhe Jiang AI4TS AI4CE 52 0 0 10 Dec 2025
Aion: Towards Hierarchical 4D Scene Graphs with Temporal Flow Dynamics Iacopo Catalano Eduardo Montijano Javier Civera Julio A. Placed Jorge Pena-Queralta AI4CE 0 0 0 10 Dec 2025
Efficiency-Aware Computational Intelligence for Resource-Constrained Manufacturing Toward Edge-Ready Deployment Qianyu Zhou AI4CE 56 0 0 10 Dec 2025
Py-DiSMech: A Scalable and Efficient Framework for Discrete Differential Geometry-Based Modeling and Control of Soft Robots Radha Lahoti Ryan Chaiyakul M. Khalid Jawed AI4CE 55 0 0 10 Dec 2025

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