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SHITIANYU's Projects

ageism-research icon ageism-research

[ICML 2022] RankSim: Ranking Similarity Regularization for Deep Imbalanced Regression

agenttuning icon agenttuning

AgentTuning: Enabling Generalized Agent Abilities for LLMs

ai-follow icon ai-follow

梳理每周最新多模态,LLMs,embodied AI相关论文

astgcn icon astgcn

Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting (ASTGCN) AAAI 2019

awesome-python icon awesome-python

A curated list of awesome Python frameworks, libraries, software and resources

bcq icon bcq

Author's PyTorch implementation of BCQ for continuous and discrete actions

chatglm-6b icon chatglm-6b

ChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型

citylearn icon citylearn

Official reinforcement learning environment for demand response and load shaping

coiltraine icon coiltraine

Training framework for conditional imitation learning

comp-767-project icon comp-767-project

This is the source code of COMP 767 group project of Tianyu Shi & Jiawei Wang.

data-driven-control icon data-driven-control

A reliable controller is critical for execution of safe and smooth maneuvers of an autonomous vehicle. The controller must be robust to external disturbances, such as road surface, weather, wind conditions, and so on. It also needs to deal with internal variations of vehicle sub-systems, including powertrain inefficiency, measurement errors, time delay, etc. These factors introduce issues in controller performance. In this paper, a feed-forward compensator is designed via a data-driven method to model and optimize the controller’s performance. Principal Component Analysis (PCA) is applied for extracting influential features, after which a Time Delay Neural Network is adopted to predict control errors over a future time horizon. Based on the predicted error, a feedforward compensator is then designed to improve control performance. Simulation results in different scenarios show that, with the help of with the proposed feedforward compensator, the maximum path tracking error and the steering wheel angle oscillation are improved by 44.4% and 26.7%, respectively.

deeprl_network icon deeprl_network

multi-agent deep reinforcement learning for networked system control.

dicg icon dicg

Deep Implicit Coordination Graphs

drl-robot-navigation icon drl-robot-navigation

Deep Reinforcement Learning for mobile robot navigation in ROS Gazebo simulator. Using Twin Delayed Deep Deterministic Policy Gradient (TD3) neural network, a robot learns to navigate to a random goal point in a simulated environment while avoiding obstacles.

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