Optimization

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Second-Order Path Kernel Interpolation Formulas in Machine Learning

 🤖Machine Learning  Content type: Academic
arxiv.org·

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

 🤖Machine Learning  Content type: Academic
arxiv.org·

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

 🎮Reinforcement Learning  Content type: Academic
arxiv.org·

Predictive Coding with Bayesian Priors via Proximal Gradients

 🧠Neural Networks  Content type: Academic
arxiv.org·

Block coordinate descent for joint delay-energy optimization in multi-hop D2D networks

 🎯Fine-tuning  Content type: Academic
arxiv.org·

Flatland: The Adventures of Gradient Descent with Large Step Sizes

 🤖Machine Learning  Content type: Academic
arxiv.org·

Fourier fractal dimension to predict the generalization of deep neural networks

 🤖Machine Learning  Content type: Academic
arxiv.org·

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

 🤖Machine Learning  Content type: Academic
arxiv.org·

The Spectral Dynamics and Noise Geometry of Muon

 🤖Machine Learning  Content type: Academic
arxiv.org·

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

 🎮Reinforcement Learning  Content type: Academic
arxiv.org·

Sim2Schedule: A Simulator-Guided LLM Framework for Autonomous Open-Pit Mine Scheduling

 🤖AI Agents  Content type: Academic
arxiv.org·

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

 🧠Neural Networks  Content type: Academic
arxiv.org·

Not All Warm Starts Help: Benchmarking Primal-Dual Initializations for ACOPF Algorithms

 🎯Fine-tuning  Content type: Academic
arxiv.org·

Deep Learning Based Sparse Array Design with Pre-Steering for Adaptive Beamforming

 🧠Neural Networks  Content type: Academic
arxiv.org·

A Theory on Flow Matching with Neural Networks

 🧠Neural Networks  Content type: Academic
arxiv.org·

Cross-Epoch Adaptive Rollout Optimization for RL Post-Training

 🎮Reinforcement Learning  Content type: Academic
arxiv.org·

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

 🖨️3D Printing  Content type: Academic
arxiv.org·

Learning Dynamics Reveal a Hierarchy of Weight-Induced Layerwise Gram Metrics

 🤖LLM  Content type: Academic
arxiv.org·

Constrained Paraphrase Consistency for LLM Hallucination Detection

 🧠Transformers  Content type: Academic
arxiv.org·

Real-Time and Accurate Collision-Free Teleoperation via Differentiable Constraint-Based Trajectory Planning

 🦾Robotics  Content type: Academic
arxiv.org·
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