Machine Learning

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Scaling Neural Network Verification with Tensor Parallelism and Fully Sharded Data Parallelism

馃敩Deep LearningContent type: Academic
arxiv.org

Deep learning for echo sounder data

馃Neural NetworksContent type: Academic
arxiv.org

Zero and Few Shot Load Forecasting with Large Language Models

馃挰Natural Language ProcessingContent type: Academic
arxiv.org

What Makes a Desired Graph for Relational Deep Learning?

馃Neural NetworksContent type: Academic
arxiv.org

Theory of learning of high-dimensional controlled non-linear dynamical systems (I): models and methods

馃Neural NetworksContent type: Academic
arxiv.org

Crop Recommendation and Agricultural Query Answering System Using Spatio-Temporal Graph Neural Networks and Hybrid Retrieval Augmentation

馃Neural NetworksContent type: Academic
arxiv.org

Towards Long-Horizon Vessel Trajectory and Destination Forecasting with Reasoning Large Language Models

馃Neural NetworksContent type: Academic
arxiv.org

Generalization in Deep Neural Networks: Minimax Rates for Gradient Methods

馃Neural NetworksContent type: Academic
arxiv.org

Towards Robust Arabic Speech Emotion Recognition with Deep Learning

馃Neural NetworksContent type: Academic
arxiv.org

Projected Inverse Iteration: An Eigenvalue Approach to Ground-State Computation with Neural Quantum States

馃Neural NetworksContent type: Academic
arxiv.org

Flatland: The Adventures of Gradient Descent with Large Step Sizes

馃Neural NetworksContent type: Academic
arxiv.org

Investigating the Histogram Loss in Regression

馃Neural NetworksContent type: Academic
arxiv.org

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

馃Data scienceContent type: Academic
arxiv.org

BrainSurgery: Reproducible and Reliable Declarative Weight Manipulations for Model Editing and Upcycling

馃Neural NetworksContent type: Academic
arxiv.org

MedicalRec: Medical recommender system for image classification without retraining

馃Neural NetworksContent type: Academic
arxiv.org

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

馃搱OptimizationContent type: Academic
arxiv.org

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

馃敟PyTorchContent type: Academic
arxiv.org

GlucoFM-Bench: Benchmarking Time-Series Foundation Models for Blood Glucose Forecasting

馃Neural NetworksContent type: Academic
arxiv.org

Hybrid CNN-LSTM Framework for Intelligent Cyber Attack Detection and Prevention in U.S. Critical Digital Infrastructure: A Comparative Machine Learning Evaluation on CSE-CIC-IDS2018

馃Neural NetworksContent type: Academic
arxiv.org

Principles and Practice of Deep Representation Learning: or a Mathematical Theory of Memory

馃Neural NetworksContent type: Academic
arxiv.org
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