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seven8827's Projects

unreal icon unreal

Reinforcement learning with unsupervised auxiliary tasks

unreal-1 icon unreal-1

Reinforcement learning with unsupervised auxiliary tasks

valor icon valor

Implementation of VALOR (Variational Option Discovery Algorithms)

vdm icon vdm

Code for "Variational Dynamic for Self-Supervised Exploration in Deep Reinforcement Learning"

vinet icon vinet

VINet: Visual-Inertial Odometry as a Sequence-to-Sequence Learning Problem

visual-explanation-in-deep-reinforcement-learning icon visual-explanation-in-deep-reinforcement-learning

This project visualizes the knowledge of an agent trained by Deep Reinforcement Learning (paper will be published) using Backpropagation, Guided Backpropagation, GradCam and Guided gradCam. It shows why the agent is performing the action. Which pixels had the biggest influence on the decision of the agent.

visual_marl icon visual_marl

The visualization of a multi-agent reinforcement learning (MARL)-based strategy with efficient exploration strategy.

why-clipping-accelerates icon why-clipping-accelerates

A pytorch implementation for the LSTM experiments in the paper: Why Gradient Clipping Accelerates Training: A Theoretical Justification for Adaptivity

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