Neural Networks

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Closed-Form Spectral Regularization for Multi-Task Model Merging

馃搱OptimizationContent type: Academic
arxiv.org

Not Just After One: Sleep-Inspired Replay Prevents Catastrophic Forgetting After Sequential Tasks

馃AIContent type: Academic
arxiv.org

Finite Element-Based Material Learning via Automatic Differentiation: Learning constitutive neural network models from full-field deformation data

馃AIContent type: Academic
arxiv.org

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

馃AIContent type: Academic
arxiv.org

Gradient Descent with Large Step Size Restores Symmetry in Deep Linear Networks with Multi-Pathway

馃Machine LearningContent type: Academic
arxiv.org

AgentCompile: An LLM-Guided Compiler for Direct CUDA Inference

馃AIContent type: Academic
arxiv.org

nnAudio 2: Overcoming Dynamic Compilation Barriers and Transform Inconsistencies

馃AIContent type: Academic
arxiv.org

Characterizing Learning Dynamics under Relative Reparameterization of Singular Models

馃AIContent type: Academic
arxiv.org

SABLE: GPU-Based Power Flow Accelerator for Sparsity-Aware Batched Learning

馃AIContent type: Academic
arxiv.org

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

馃AIContent type: Academic
arxiv.org

Reinforcement Learning for Flow-Matching Policies with Density Transport

馃幃Reinforcement LearningContent type: Academic
arxiv.org

A prism hierarchy of learning regimes in large linear autoencoders

馃Machine LearningContent type: Academic
arxiv.org

Variational Proximal Policy Optimization

馃幆RLHFContent type: Academic
arxiv.org

Instance-Level Post Hoc Uncertainty Quantification in Object Detection

馃AIContent type: Academic
arxiv.org

Perturbative Contrastive Physical Learning

馃AIContent type: Academic
arxiv.org

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

馃AIContent type: Academic
arxiv.org

Sample-efficient Low-level Motion Planning for Robotic Manipulation Tasks via Zero-shot Transfer Learning

馃AIContent type: Academic
arxiv.org

Revisiting Privacy Amplification by Subsampling in Selective Release DPSGD

馃搱OptimizationContent type: Academic
arxiv.org

When Do Fewer Coordinates Suffice in DP-SGD?

馃搱OptimizationContent type: Academic
arxiv.org

TensorBench: Benchmarking Coding Agents on a Compiler-Based Tensor Framework

馃AIContent type: Academic
arxiv.org

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