📈 Optimization - jyunzhang · Scour

Optimizing Energy-based Neural Network Training with Coherent Ising Machine

🧠Deep Learning Academic

Pseudospectral Bounds for Transient Amplification in Coupled Gradient Descent

🧠Deep Learning Academic

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

🔥PyTorch Academic

Fourier fractal dimension to predict the generalization of deep neural networks

🧠Deep Learning Academic

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

🧠Deep Learning Academic

Predicting Physical and Physical-Chemical Properties of Molecular-Based Materials Using Computational Neural Networks

🧠Deep Learning Academic

Flatland: The Adventures of Gradient Descent with Large Step Sizes

🧠Deep Learning Academic

Structure-Aware Prediction of PROTAC-Mediated Protein Degradability via Graph Neural Networks

🧠Deep Learning Academic

Stain-Aware Wavelet Regularization for Instant Adversarial Purification in Histopathology

🤖Machine Learning Academic

Discrete signaling mediates chaotic regularization in recurrent neural networks

🧠Deep Learning Academic

ARAPDiffusion: ARAP Regularization for Diffusion-Based Deformable Shape Space Learning

🤖AI Academic

Pretraining Recurrent Networks without Recurrence

🤖Machine Learning Academic

Preserving Plasticity in Continual Learning via Dynamical Isometry

🧠Deep Learning Academic

Data-Constrained Language Model Pretraining: Improved Regularization and Scaling Laws

🤖LLMs Academic

When Do Fewer Coordinates Suffice in DP-SGD?

🤖LLMs Academic

Closed-Form Spectral Regularization for Multi-Task Model Merging

📐Linear Algebra Academic

Revisiting Privacy Amplification by Subsampling in Selective Release DPSGD

🔐Cryptography Academic

Predictive Coding with Bayesian Priors via Proximal Gradients

🤖Machine Learning Academic

DP-MacAdam: Differentially Private Mechanism with Adaptive Clipping and Adaptive Momentum

🔐Cryptography Academic

Noise-Adaptive High-Probability Regret Bounds for Online Convex Optimization

🎮Reinforcement Learning Academic

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