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Ran Tian's Projects

barc icon barc

Contains the code for "BaRC: Backward Reachability Curriculum for Robotic Reinforcement Learning" by Boris Ivanovic, James Harrison, Apoorva Sharma, Mo Chen, Marco Pavone.

dare-torch icon dare-torch

Implementation of a differetiable discrete-time algebraic Riccati equation (DARE) solver in PyTorch.

ddn icon ddn

Deep Declarative Networks

deepassist icon deepassist

Shared autonomy via deep reinforcement learning

diffusion_policy icon diffusion_policy

[RSS 2023] Diffusion Policy Visuomotor Policy Learning via Action Diffusion

driving-with-llms icon driving-with-llms

PyTorch implementation for the paper "Driving with LLMs: Fusing Object-Level Vector Modality for Explainable Autonomous Driving"

failure_mode_management icon failure_mode_management

Developing strategies to esure safety for safety-criticle systems under failure mode (sensor failure, controller failure, etc.)

gtts icon gtts

Game Theoretic Traffic Simulator (GTTS)

hindsight-experience-replay icon hindsight-experience-replay

This is the pytorch implementation of Hindsight Experience Replay (HER) - Experiment on all fetch robotic environments.

irl-imitation icon irl-imitation

Implementation of Inverse Reinforcement Learning (IRL) algorithms in python/Tensorflow. Deep MaxEnt, MaxEnt, LPIRL

l4dc-mpc-ocd icon l4dc-mpc-ocd

Implementation/experiments for L4DC 2020 submission "Optimal Cost Design for Model Predictive Control"

ma-airl icon ma-airl

Multi-Agent Adversarial Inverse Reinforcement Learning, ICML 2019.

mrags icon mrags

Multiplayer reach-avoid games

mvp icon mvp

Masked Visual Pre-training for Robotics

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