🎯 Optimization Theory - gautam6599123 · Scour

A Global Convergence Analysis of Consensus ALADIN for Convex Optimization

📊Optimization Academic

Sharp First-Order Lower Bounds for Higher-Order Smooth Nonconvex Optimization

📊Optimization Academic

Probabilistic Gaussian Homotopy: A Probability-Space Continuation Framework for Nonconvex Optimization

📊Optimization Academic

Predictive Coding with Bayesian Priors via Proximal Gradients

📊Optimization Academic

Near-Optimal Decentralized Stochastic Convex Optimization over Networks

📊Optimization Academic

Fourier fractal dimension to predict the generalization of deep neural networks

🧠Deep Learning Academic

Revisiting Privacy Amplification by Subsampling in Selective Release DPSGD

📊Optimization Academic

Learning Predictive Control with Deep Koopman Operators for Autonomous Vehicle Motion Planning

🎮Reinforcement Learning Academic

When Do Fewer Coordinates Suffice in DP-SGD?

📊Optimization Academic

Generalization in Deep Neural Networks: Minimax Rates for Gradient Methods

🧠Deep Learning Academic

Quantum Algorithm for Nonlinear and Stochastic Homogenization via a Young-Measure based Linear Programming Formulation

🎲Probability Theory Academic

Weighted Sum-Rate Enhancement for Flexible Intelligent Metasurface-Assisted Multicell Systems

📊Optimization Academic

When Both Layers Learn: Training Dynamics of Representing Linear Models via ReLU Networks

📊Optimization Academic

Beyond Linear and Overcomplete Regimes: A Mean-Field Analysis of Bottleneck Autoencoders

📊Optimization Academic

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

📊Optimization Academic

Constrained Paraphrase Consistency for LLM Hallucination Detection

📊Optimization Academic

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

📊Optimization Academic

Lagrange multipliers in Maximum likelihood estimations and Least squares problems with Constraints

📊Optimization Academic

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

🧠Neural Networks Academic

Variational Proximal Policy Optimization

📊Optimization Academic

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