A third-order finite difference weighted essentially non-oscillatory scheme with shallow neural network

Authors: Kwanghyuk Park, Xinjuan Chen, Dongjin Lee, Jiaxi Gu, Jae-Hun Jung

Source: Applied Numerical Mathematics. 218:1-21

Subject Terms: FOS: Computer and information sciences, Computer Science - Machine Learning, FOS: Mathematics, Computer Science - Neural and Evolutionary Computing, Mathematics - Numerical Analysis, Numerical Analysis (math.NA), Neural and Evolutionary Computing (cs.NE), Machine Learning (cs.LG)

Access URL: http://arxiv.org/abs/2407.06333

Automatic Implementation of Neural Networks Through Reaction Networks—Part I: Circuit Design and Convergence Analysis

Authors: Yuzhen Fan, Xiaoyu Zhang, Chuanhou Gao, Denis Dochain

Source: IEEE Transactions on Automatic Control. 70:6356-6371

Subject Terms: FOS: Computer and information sciences, Computer Science - Machine Learning, FOS: Mathematics, Computer Science - Neural and Evolutionary Computing, Dynamical Systems (math.DS), Neural and Evolutionary Computing (cs.NE), Mathematics - Dynamical Systems, Machine Learning (cs.LG)

Access URL: http://arxiv.org/abs/2311.18313

AutoOpt: A General Framework for Automatically Designing Metaheuristic Optimization Algorithms With Diverse Structures

Authors: Qi Zhao, Bai Yan, Taiwei Hu, Xianglong Chen, Jian Yang, Shi Cheng, Yuhui Shi

Source: IEEE Transactions on Emerging Topics in Computational Intelligence. 9:3690-3703

Subject Terms: FOS: Computer and information sciences, Artificial Intelligence (cs.AI), Computer Science - Artificial Intelligence, 0211 other engineering and technologies, 0202 electrical engineering, electronic engineering, information engineering, Computer Science - Neural and Evolutionary Computing, 02 engineering and technology, Neural and Evolutionary Computing (cs.NE)

Access URL: http://arxiv.org/abs/2204.00998

Physics Informed Neural Network—Estimated Circuit Parameter Adaptive Modulation of DAB

Authors: Saikat Dey, Ayan Mallik

Source: IEEE Transactions on Power Electronics. 40:14821-14841

Subject Terms: Signal Processing (eess.SP), FOS: Computer and information sciences, FOS: Electrical engineering, electronic engineering, information engineering, Computer Science - Neural and Evolutionary Computing, Neural and Evolutionary Computing (cs.NE), Systems and Control (eess.SY), Electrical Engineering and Systems Science - Signal Processing, Electrical Engineering and Systems Science - Systems and Control

Access URL: http://arxiv.org/abs/2502.17452

EventQueues: Autodifferentiable spike event queues for brain simulation on AI accelerators

Authors: Landsmeer, Lennart P. L., Movahedin, Amirreza, Hamdioui, Said, Strydis, Christos

Subject Terms: Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.05906

Wasserstein Evolution : Evolutionary Optimization as Phase Transition

Authors: Ouyang, Kaichen

Subject Terms: Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.05837

Exoplanet formation inference using conditional invertible neural networks

Authors: Burn, Remo, Ksoll, Victor F., Klahr, Hubert, Henning, Thomas

Source: Machine Learning and the Physical Sciences Workshop, 39th conference on Neural Information Processing Systems (NeurIPS 2025)

Subject Terms: Earth and Planetary Astrophysics, Neural and Evolutionary Computing, Data Analysis, Statistics and Probability

Access URL: http://arxiv.org/abs/2512.05751

Unleashing Temporal Capacity of Spiking Neural Networks through Spatiotemporal Separation

Authors: Dong, Yiting, Yu, Zhaofei, Ding, Jianhao, Xu, Zijie, Huang, Tiejun

Subject Terms: Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.05472

Smart Timing for Mining: A Deep Learning Framework for Bitcoin Hardware ROI Prediction

Authors: Wickramasinghe, Sithumi, Das, Bikramjit, Herremans, Dorien

Subject Terms: Machine Learning, Artificial Intelligence, Computational Engineering, Finance, and Science, Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.05402

First Demonstration of Second-order Training of Deep Neural Networks with In-memory Analog Matrix Computing

Authors: Zhang, Saitao, Luo, Yubiao, Wang, Shiqing, Zuo, Pushen, Li, Yongxiang, Pan, Lunshuai, Miao, Zheng, Sun, Zhong

Subject Terms: Emerging Technologies, Hardware Architecture, Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.05342

MD-SNN: Membrane Potential-aware Distillation on Quantized Spiking Neural Network

Authors: Lee, Donghyun, Moitra, Abhishek, Kim, Youngeun, Yin, Ruokai, Panda, Priyadarshini

Subject Terms: Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.04443

NeuromorphicRx: From Neural to Spiking Receiver

Authors: Gupta, Ankit, Dizdar, Onur, Chen, Yun, Kadan, Fehmi Emre, Sattarzadeh, Ata, Wang, Stephen

Subject Terms: Neural and Evolutionary Computing, Information Theory

Access URL: http://arxiv.org/abs/2512.05246

Plug-and-Play Homeostatic Spark: Zero-Cost Acceleration for SNN Training Across Paradigms

Authors: Chen, Rui, Chen, Xingyu, Hu, Yaoqing, Kong, Shihan, Wu, Zhiheng, Yu, Junzhi

Subject Terms: Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.05015

Evolutionary Architecture Search through Grammar-Based Sequence Alignment

Authors: Martín, Adri Gómez, Möller, Felix, McDonagh, Steven, Abella, Monica, Desco, Manuel, Crowley, Elliot J., Klein, Aaron, Ericsson, Linus

Subject Terms: Neural and Evolutionary Computing, Artificial Intelligence, Machine Learning

Access URL: http://arxiv.org/abs/2512.04992

Functional Stability of Software-Hardware Neural Network Implementation The NeuroComp Project

Authors: Oleksii, Bychkov, Taras, Senysh

Subject Terms: Hardware Architecture, Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.04867

GraphBench: Next-generation graph learning benchmarking

Authors: Stoll, Timo, Qian, Chendi, Finkelshtein, Ben, Parviz, Ali, Weber, Darius, Frasca, Fabrizio, Shavit, Hadar, Siraudin, Antoine, Mielke, Arman, Anastacio, Marie, Müller, Erik, Bechler-Speicher, Maya, Bronstein, Michael, Galkin, Mikhail, Hoos, Holger, Niepert, Mathias, Perozzi, Bryan, Tönshoff, Jan, Morris, Christopher

Subject Terms: Machine Learning, Artificial Intelligence, Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.04475

GRASP: GRouped Activation Shared Parameterization for Parameter-Efficient Fine-Tuning and Robust Inference of Transformers

Authors: Bal, Malyaban, Sengupta, Abhronil

Subject Terms: Machine Learning, Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.04296

Parameter efficient hybrid spiking-quantum convolutional neural network with surrogate gradient and quantum data-reupload

Authors: Nhan, Luu Trong, Duong, Luu Trung, Nam, Pham Ngoc, Thang, Truong Cong

Subject Terms: Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.03895

Hybrid Temporal-8-Bit Spike Coding for Spiking Neural Network Surrogate Training

Authors: Nhan, Luu Trong, Duong, Luu Trung, Nam, Pham Ngoc, Thang, Truong Cong

Subject Terms: Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.03879

VS-Graph: Scalable and Efficient Graph Classification Using Hyperdimensional Computing

Authors: Poursiami, Hamed, Snyder, Shay, Cong, Guojing, Potok, Thomas, Parsa, Maryam

Subject Terms: Machine Learning, Artificial Intelligence, Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2512.03394