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Directionally Aligned Perturbations Enhance Zeroth-Order Optimization Accuracy

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AI Models Now Design Better Optimization Algorithms for Software Tuning

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REBMBO: A New Approach to Black-Box Optimization with Global Exploration and Multi-Step Planning

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Machine Learning Breakthrough: Global Annealing Algorithm Excels in Complex Optimization

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Optimizing with Human Insight: How LILO Combines Language Models and Bayesian Search

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AI-Powered Polynomial Non-Negativity Certification Achieves 100x Speedup

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Batch Size and Weight Decay: Unpacking Adam’s Generalization in Neural Networks

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A Simpler Path to Optimal Convex Optimization with Heavy-Tailed Noise

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Quantum Pathfinding: A Parallel Approach to Grid Navigation

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Unlocking Insights: Visualizing Multiple Solutions in Complex Optimization Landscapes

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Automating Prompt Engineering with Bayesian Optimization for Enhanced LLM Performance

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OptunaHub: Centralizing Black-Box Optimization for Enhanced Research

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Unlearning Models: Why Gradient Ascent Methods Struggle with Data Dependencies

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Large Language Models Reshaping Operations Research: A Comprehensive Overview

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New Algorithm Reweighted SAM Improves AI Model Generalization by Harnessing Gradient Noise

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Language Models Tackle Complex Optimization Challenges End-to-End

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Unlocking Efficiency in Bayesian Inference with Information Geometry

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Crafting Diverse Training Data for Smarter Optimization Algorithms

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Unveiling the True Performance of Decentralized Online Optimization

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Coordinating Autonomous Machines: A Deep Dive into Task Allocation with AI and Reinforcement Learning

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Optimizing Resource Allocation: How Facilitators Can Improve Matching Platforms

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Streamlining Feature Acquisition: A Template-Driven Approach for Smarter Machine Learning Decisions

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Orthogonal Natural Gradient Descent: A New Approach to Continual Learning

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Enhanced NIRMAL Optimizer Improves Deep Learning Stability with Damped Nesterov Acceleration

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Computational Intelligence Shapes Future Urban Land Use

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Piano: A New Approach to Integrated Chip Floorplanning and Pin Assignment

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Navigating Complex Optimization: How Different Toy Problems Smooth the Path for UBQP Solutions

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PARBALANS: Advancing Mixed-Integer Programming with Parallel Adaptive Search

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Enhanced Local Search for Distributed Optimization: A New Framework for Multi-Agent Systems

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Unlocking Optimal Decision Trees: A New Algorithm for Faster, Better Solutions

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