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cs.LG2025
Benchmarking Generative AI Against Bayesian Optimization for Constrained Multi-Objective Inverse Design
Muhammad Bilal Awan, Abdul Razzaq, Abdul Shahid
This paper investigates the performance of Large Language Models (LLMs) as generative optimizers for solving constrained multi-objective regression tasks, specifically within the c…
cs.LG2025
Adversarial Reinforcement Learning for Offensive and Defensive Agents in a Simulated Zero-Sum Network Environment
Abrar Shahid, Ibteeker Mahir Ishum, AKM Tahmidul Haque +2
This paper presents a controlled study of adversarial reinforcement learning in network security through a custom OpenAI Gym environment that models brute-force attacks and reactiv…