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Functional Similarity Metric for Neural Networks: Overcoming Parametric Ambiguity via Activation Region Analysis  🔥PyTorch
arxiv.org·4d
EvoForest: A Novel Machine-Learning Paradigm via Open-Ended Evolution of Computational Graphs  🗄️Vector Databases
arxiv.org·2d
Estimating the Number of Components in Finite Mixture Models via Variational Approximation  📐Estimation Theory
arxiv.org·2d
NCO4CVRP: Neural Combinatorial Optimization for the Capacitated Vehicle Routing Problem  📐Optimization Theory
arxiv.org·4d
Graph-Theoretic Models for the Prediction of Molecular Measurements  📐Linear Algebra
arxiv.org·2d
Domain-Specialized Object Detection via Model-Level Mixtures of Experts  🔥PyTorch
arxiv.org·4d
Neural surrogates for crystal growth dynamics with variable supersaturation: explicit vs. implicit conditioning  🔥PyTorch
arxiv.org·1d
Job Skill Extraction via LLM-Centric Multi-Module Framework  🧠LLM
arxiv.org·1d
Target-Oriented Pretraining Data Selection via Neuron-Activated Graph  🔥PyTorch
arxiv.org·5d
S2MAM: Semi-supervised Meta Additive Model for Robust Estimation and Variable Selection  📐Estimation Theory
arxiv.org·3d
On the Robustness of LLM-Based Dense Retrievers: A Systematic Analysis of Generalizability and Stability  🗜️Compressed Sensing
arxiv.org·4d
Physics-Informed Neural Networks: A Didactic Derivation of the Complete Training Cycle  🔥PyTorch
arxiv.org·4d
Untrained CNNs Match Backpropagation at V1: A Systematic RSA Comparison of Four Learning Rules Against Human fMRI  🔥PyTorch
arxiv.org·4d·r/cogsci, r/compsci
Natural gradient descent with momentum  📐Optimization Theory
arxiv.org·5d
Data Mixing for Large Language Models Pretraining: A Survey and Outlook  💬LLMs
arxiv.org·4d
Incremental learning for audio classification with Hebbian Deep Neural Networks  🔥PyTorch
arxiv.org·4d
One Step Forward and K Steps Back: Better Reasoning with Denoising Recursion Models  💡AI Reasoning
arxiv.org·3d
Tool Learning Needs Nothing More Than a Free 8B Language Model  🧠LLM
arxiv.org·4d
Neural Garbage Collection: Learning to Forget while Learning to Reason  🧠LLM
arxiv.org·4d
Breaking the Training Barrier of Billion-Parameter Universal Machine Learning Interatomic Potentials  🔥PyTorch
arxiv.org·5d

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