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  1. samuelepeirone.github.io samuelepeirone.github.io Public

    HTML

  2. shortest-path-with-neural-networks shortest-path-with-neural-networks Public

    Approximation of the shortest-path in a street network using Neural Networks

    Python

  3. SOTA-py SOTA-py Public

    This repository contains an optimized framework for solving the Stochastic On-Time Arrival (SOTA) problem by integrating Successive Approximations and Single Iteration solvers with deterministic Re…

    Jupyter Notebook

  4. SOTA-RL SOTA-RL Public

    This repository contains a Reinforcement Learning framework for reliable routing in stochastic graphs, utilizing Q-Learning and advanced graph pruning techniques (Arc-Flags, Reach) to optimize SOTA…

    Jupyter Notebook

  5. SOTA-DRL SOTA-DRL Public

    This repository implements a Dueling Double DQN (D3QN) agent for solving shortest path problems in stochastic grid networks. The framework features a Hard Masking paradigm that restricts the agent'…

    Python