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MARMot Lab @ NUS-ME's Projects

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ICRA 2024 PAPER "ALPHA: Attention-based Long-horizon Pathfinding in Highly-structured Areas" .

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[ICRA 2023] ARiADNE: A Reinforcement learning approach using Attention-based Deep Networks for Exploration - Public code and model

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[CoRL 2022] Context-Aware Attention-based Network for Informative Path Planning - Public code and model

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[CoRL 2023] Context-Aware Deep Reinforcement Learning for Autonomous Robotic Navigation in Unknown Area - - Public code and model

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Public version of the decentralized, attention-based mTSP code

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Code for ICRA2024 Paper: Dynamic Coalition Formation and Routing for Multirobot Task Allocation via Reinforcement Learning.

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Public version of the final ForMIC code

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ImVoteNet: Boosting 3D Object Detection in Point Clouds With Image Votes

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multi agent informative path planning

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Training code PRIMAL2 - Public Repo

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A2C RL + pruning after-processing to plot key nodes in a randomly generated environment.

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Attention-based Priority Learning

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offical code of paper 'SCRIMP: Scalable Communication for Reinforcement- and Imitation-Learning-Based Multi-Agent Pathfinding'

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Spatio-Temporal Attention Network for Persistent Monitoring of Multiple Mobile Targets - IROS23 public code and model

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