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  • Nanyang Technological University

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Hybrid-Prediction Integrated Planning for Autonomous Driving

28 2 Updated Sep 1, 2024

PyTorch implementation of the Offline Reinforcement Learning algorithm CQL. Includes the versions DQN-CQL and SAC-CQL for discrete and continuous action spaces.

Python 117 23 Updated May 6, 2024

Singapore AutoMan@NTU Distracted Driving Dataset

CSS 1 Updated Jun 10, 2024

A curated list of peer-reviewed papers on theoretical and practical aspects of drivers' attention used for paper "Attention for Vision-Based Assistive and Automated Driving: A Review of Algorithms …

99 10 Updated Aug 11, 2024

This repository is the implementation of "Robust Multi-Objective Reinforcement Learning Considering Environmental Uncertainties".

6 Updated Dec 25, 2023

[Neurocomputing, 2023] Personalized Robotic Control via Constrained Multi-Objective Reinforcement Learning

Python 16 4 Updated Dec 25, 2023

[TPAMI, 2023] Fear-Neuro-Inspired Reinforcement Learning for Safe Autonomous Driving

Python 34 9 Updated Dec 25, 2023

(TPAMI) Human-guided Reinforcement Learning with Sim-to-real Transfer for Autonomous Navigation

24 Updated Sep 18, 2023

This repository contains PyTorch implementations of reinforcement learning algorithms. Its purpose is to provide straightforward and easily understandable code for individuals to learn about basic …

Python 12 6 Updated Nov 10, 2023

[TNNLS] Differentiable Integrated Prediction and Planning Framework for Urban Autonomous Driving

Python 209 42 Updated Aug 11, 2023

(Engineering) Toward human-in-the-loop AI: Enhancing deep reinforcement learning via real-time human guidance for autonomous driving

Python 45 10 Updated Dec 1, 2022

(TNNLS) Prioritized Experience-Based Reinforcement Learning with Human Guidance for Autonomous Driving

Python 49 10 Updated Mar 9, 2023