Deep Learning

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

 🤖AI  Content type: Academic
arxiv.org·

Intelligent Character Recognition of Handwritten Forms with Deep Neural Networks

 🤖AI  Content type: Academic
arxiv.org·

Quantifying Uncertainty In Wide Two-Layer Neural Networks: On The Law Of The Limiting Fluctuation Process

 🤖AI  Content type: Academic
arxiv.org·

Stain-Aware Wavelet Regularization for Instant Adversarial Purification in Histopathology

 🤖AI  Content type: Academic
arxiv.org·

HalfNet: Randomized Neural Networks with Learned Subspace Geometry

 🤖AI  Content type: Academic
arxiv.org·

Uniform Stability and Generalization Error of GD and SGD on Fixed-Point Parameters

 📈Optimization  Content type: Academic
arxiv.org·

Advanced Flood Prediction with Physics-Guided Deep Learning: Combining UNet, FNO, and SAR/Optical Imagery

 🤖Machine Learning  Content type: Academic
arxiv.org·

GuardNet: Ensemble Strategies of Shallow Neural Networks for Robust Prompt Injection and Jailbreak Detection

 🤖AI  Content type: Academic
arxiv.org·

Facial Expression Recognition in the Deep Learning Era: A Systematic Multi-Criteria Review of Methods, Models, Datasets, Performance, Challenges, and Future Research Directions

 🤖Machine Learning  Content type: Academic
arxiv.org·

Achieving Rotation-Invariant Convolution via Non-Learnable Orientation Alignment Operators

 👁️Computer Vision  Content type: Academic
arxiv.org·

Beyond the Thin-Layer Limit: Differentiable Volumetric Training for Visible-Range Diffractive Neural Networks

 🤖AI  Content type: Academic
arxiv.org·

A Topological Characterization of Graph Neural Networks via Stochastic Block Model Embeddings on the n-Sphere

 🤖AI  Content type: Academic
arxiv.org·

LightVesselNet: An Ultra-Lightweight Sub-100K Parameter Network for Retinal Blood Vessel Segmentation

 🤖AI  Content type: Academic
arxiv.org·

Data Efficient Complex Feature Fusion Network For Hyperspectral Image Classification

 🤖AI  Content type: Academic
arxiv.org·

Hybrid quantum-classical physics-informed neural networks for solving nonlinear PDEs: when and where hybridization is effective?

 🤖AI  Content type: Academic
arxiv.org·

DBHN-Net: Dual-Branch Hybrid Neural Network For Low-Complexity Monaural Speech Enhancement

 🤖AI  Content type: Academic
arxiv.org·

Multilingual Detection of Alzheimer's Disease from Speech: A Cross-Linguistic Transfer Learning Approach

 🤖Machine Learning  Content type: Academic
arxiv.org·

Testing Neural Networks via Bayesian-Guided Exploration of Decision Landscapes

 🤖AI  Content type: Academic
arxiv.org·

Last-layer committee machines for uncertainty estimations of benthic imagery

 🎲Probability  Content type: Academic
arxiv.org·

BMCR: Adaptive Backbone Module Composition via Reinforcement Learning for Remote Sensing Object Detection

 👁️Computer Vision  Content type: Academic
arxiv.org·

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