Deep Learning

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Generalization in Deep Neural Networks: Minimax Rates for Gradient Methods

鈿欙笍Model TrainingContent type: Academic
arxiv.org

Siri AI at WWDC 2026

馃敟PyTorch

Loss Landscape Diagnosis for Gradient-Based Gray-Scott System Inversion: Disentangling the Roles of PINN Components

馃AI ResearchContent type: Academic
arxiv.org

Simplicity Suffices for Parameter Noise Injection in Stochastic Gradient Descent

鈿欙笍Model TrainingContent type: Academic
arxiv.org

Fourier fractal dimension to predict the generalization of deep neural networks

鈿欙笍Model TrainingContent type: Academic
arxiv.org

Optimal Rates for Generalization of Gradient Descent Methods with Deep Neural Networks

鈿欙笍Model TrainingContent type: Academic
arxiv.org

A Scalable PyTorch Abstraction for Multi-GPU Gaussian Splatting

馃敟PyTorchContent type: Academic
arxiv.org

Multilevel Stochastic Gradient Descent for Risk-Averse PDE-Constrained Optimization

鈿欙笍Model TrainingContent type: Academic
arxiv.org

Fine-tuning Multi-modal LLMs with ART: Art-based Reinforcement Training

鈿欙笍Model TrainingContent type: Academic
arxiv.org

Flatland: The Adventures of Gradient Descent with Large Step Sizes

馃AI ResearchContent type: Academic
arxiv.org

Predictive Coding with Bayesian Priors via Proximal Gradients

鈿欙笍Model TrainingContent type: Academic
arxiv.org

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization

鈿欙笍Model TrainingContent type: Academic
arxiv.org

Learning Dynamics Reveal a Hierarchy of Weight-Induced Layerwise Gram Metrics

鈿欙笍Model TrainingContent type: Academic
arxiv.org

Second-Order Path Kernel Interpolation Formulas in Machine Learning

鈿欙笍Model TrainingContent type: Academic
arxiv.org

Hybridizing Equilibrium Propagation with Ising Machines for Efficient Energy-Based Learning

鈿欙笍Model TrainingContent type: Academic
arxiv.org

Context-Driven Incremental Compression for Multi-Turn Dialogue Generation

馃AI ResearchContent type: Academic
arxiv.org

Gradient descent at the Edge of Stability: free energy model and kinetic description of the two-layer network

鈿欙笍Model TrainingContent type: Academic
arxiv.org

Toward Compiler World Models: Learning Latent Dynamics for Efficient Tensor Program Search

馃敟PyTorchContent type: Academic
arxiv.org

Last-Iterate Convergence of Optimistic Multiplicative Weight Update

鈿欙笍Model TrainingContent type: Academic
arxiv.org

GenAutoML: An Agentic Framework for Dynamic Architecture Generation and Optimization in Time-Series Analysis

馃敟PyTorchContent type: Academic
arxiv.org

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