Optimization

Gradient Descent, Convex Optimization, Stochastic Methods, Loss Functions

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Biweighted Poisson Subsampling for Convoluted Rank Regression with Massive Data

 💻AI  Content type: Academic
arxiv.org·

Reinforcement Learning for Flow-Matching Policies with Density Transport

 🎲Game Theory  Content type: Academic
arxiv.org·

Constrained Weighted Bayesian Bootstrap

 🔗Dependent Types  Content type: Academic
arxiv.org·

Generalization in Deep Neural Networks: Minimax Rates for Gradient Methods

 🛡️AI Security  Content type: Academic
arxiv.org·

Optimizing Energy-based Neural Network Training with Coherent Ising Machine

 ⚛️Quantum Computing  Content type: Academic
arxiv.org·

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

 🌀Complexity  Content type: Academic
arxiv.org·

Hybridizing Equilibrium Propagation with Ising Machines for Efficient Energy-Based Learning

 ⚛️Quantum Computing  Content type: Academic
arxiv.org·

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

 📉Time Series  Content type: Academic
arxiv.org·

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

 🛡️AI Security  Content type: Academic
arxiv.org·

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

 🤖Robotics  Content type: Academic
arxiv.org·

Statistical and Numerical Convergence in Stochastic Equilibrium

 🎲Game Theory  Content type: Academic
arxiv.org·

Cross-Epoch Adaptive Rollout Optimization for RL Post-Training

 💻AI  Content type: Academic
arxiv.org·

A Study of Parallel Continuous Local Search

 ⏱️Computational Complexity  Content type: Academic
arxiv.org·

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

 💻AI  Content type: Academic
arxiv.org·

A New Level Set Formulation for Improved Dirichlet Eigenvalue Minimizers

 📉Time Series  Content type: Academic
arxiv.org·

Trace-Mediated Peak Bias: Bridging Temporal Credit Assignment and Cognitive Heuristics in Deep Reinforcement Learning

 🎲Game Theory  Content type: Academic
arxiv.org·

On the conditional equivalence of phase retrieval algorithms

 ⚛️Quantum Computing  Content type: Academic
arxiv.org·

Prediction Under Imperfect Compression: A Theory of Approximate MDL

 ⏱️Computational Complexity  Content type: Academic
arxiv.org·

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

 💻AI  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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