Popular GitHub Repositories for Observable

MDPs and POMDPs in Julia - An interface for defining, solving, and simulating fully and partially observable Markov decision processes on discrete and continuous spaces.

POGEMA stands for Partially-Observable Grid Environment for Multiple Agents. This is a grid-based environment that was specifically designed to be flexible, tunable and scalable. It can be tailored to a variety of PO-MAPF settings.

Partially Observable Process Gym

Deep Recurrent Q-Learning vs Deep Q Learning on a simple Partially Observable Markov Decision Process with Minecraft

Security Observability Framework for ML/AI Model File Loading

This is the official implementation of the paper "Scene Informer: Anchor-based Occlusion Inference and Trajectory Prediction in Partially Observable Environments" by Bernard Lange, Jiachen Li, and Mykel J. Kochenderfer.

"When to Switch" Implementation: Addressing the PO-MAPF challenge with RePlan & EPOM policies. This repo includes search-based re-planning, reinforcement learning techniques, and three mixed policies for pathfinding in partially observable multi-agent environments. ???

A simple, observable code-writing agent builder in TypeScript.

❄️ A next-generation graph-based state management library for SwiftUI and UIKit. Compatible with `@Observable`

POMG algorithm for large-scale pursuit game with partial observation and no communication.

Deep Reinforcement Learning (DRL) stock trading system with LSTM-PPO, integrating technical indicators and FinBERT-based news sentiment analysis.

Learnable MAPF. “Distributed Heuristic Multi-Agent Path Finding with Communication” (DHC) algorithm from ICRA 2021 is implemented and benchmarked in out-of-distribution (OOD) scenarios. A new robust training loop to handle communication failures is introduced.

Multi-Modal Imitation Learning in Partially Observable Environments

MobX-State-Tree + Y.js 双向绑定的快速轻量级替代方案

A reinforcement learning object detector leveraging saliency ranking, offering a self-explainable system with a fully observable action log. | B.Sc. IT (Hons) Artificial Intelligence Dissertation | University of Malta Dean's List Awards 2024

An open-source, security-first LLM Gateway designed to provide a unified, secure, and observable entry point to any Large Language Model.

Multi-agent pursuit in matrix world (pursuitMW)

Machine Learning and Guidance of Swarm in Dynamic and Partially Observable Environments