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Reinforcement Learning & Robotics

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Atari Games

The Atari 2600 Games task (and dataset) involves training an…

6252,519
Lane Detection

Lane Detection is a computer vision task that involves ident…

251160
Continuous Control

Continuous control in the context of playing games, especial…

1,161116
SMAC

Bechmarks for Efficient Exploration of Completion of Multi-s…

121101
Birds Eye View Object Detection

KITTI birds eye view detection task

863
Robot Manipulation43060
Robot Navigation

The fundamental objective of mobile Robot Navigation is to a…

54245
OpenAI Gym

An open-source toolkit from OpenAI that implements several R…

38245
Bird's-Eye View Semantic Segmentation2629
Autonomous Driving

Autonomous driving is the task of driving a vehicle without …

6,09223
CARLA longest6

longest6 is an evaluation benchmark for sensorimotor autonom…

1521
MuJoCo Games820
Robotic Grasping

This task is composed of using Deep Learning to identify how…

24619
Conversational Web Navigation

The problem of conversational web navigation is described as…

317
Drivable Area Detection

The drivable area detection is a subset topic of object dete…

1210
Trajectory Planning

Trajectory planning for industrial robots consists of moving…

3247
Traffic Accident Detection87
Traffic Sign Detection566
Robot Task Planning486
Playing the Game of 2048575
BEV Segmentation445
Commonsense Reasoning for RL

Commonsense reasoning for Reinforcement Learning agents

15
Offline RL7554
HD semantic map learning

The goal of task is to generate map elements in a vectorized…

24
Reinforcement Learning (RL)

Reinforcement Learning (RL) involves training an agent to ta…

15,1133
Multi-agent Reinforcement Learning

The target of Multi-agent Reinforcement Learning is to solve…

1,7183
Autonomous Vehicles

Autonomous vehicles is the task of making a vehicle that can…

2,6052
Motion Planning

( Image credit: [Motion Planning Among Dynamic, Decision-Mak…

9201
Collision Avoidance5691
Visual Odometry

Visual Odometry is an important area of information fusion i…

4081
Hierarchical Reinforcement Learning3841
Game of Go

Go is an abstract strategy board game for two players, in wh…

621
Trajectory Modeling

The equivalent of language modeling but for trajectories.

451
Multi-Goal Reinforcement Learning341
Online Vectorized HD Map Construction101
Multi-agent Integration91
Radar odometry

Radar odometry is the task of estimating the trajectory of t…

91
Game of Shogi21
Game of Sudoku21
Deep Reinforcement Learning5,8220
counterfactual2,7650
Imitation Learning

Imitation Learning is a framework for learning a behavior po…

2,1220
Navigate1,9820
Model Predictive Control1,5820
Sequential Decision Making1,2100
Model-based Reinforcement Learning7080
MuJoCo6770
Thompson Sampling

Thompson sampling, named after William R. Thompson, is a heu…

6550
Autonomous Navigation

Autonomous navigation is the task of autonomously navigating…

5890
Efficient Exploration

Efficient Exploration is one of the main obstacles in scalin…

5140