world-models topic
director
Deep Hierarchical Planning from Pixels
daydreamer
DayDreamer: World Models for Physical Robot Learning
twm
Transformer-based World Models
TrafficBots
TrafficBots: Towards World Models for Autonomous Driving Simulation and Motion Prediction. ICRA 2023. You may also want to check out the updated version: https://github.com/zhejz/TrafficBotsV1.5
dreamerV2-pytorch
Pytorch implementation of DreamerV2: Mastering Atari with Discrete World Models, based on the original implementation
SGAM
[NeurIPS 2022] SGAM: Building a Virtual 3D World through Simultaneous Generation and Mapping
Forge_VFM4AD
A comprehensive survey of forging vision foundation models for autonomous driving, including challenges, methodologies, and opportunities.
world-models-sonic-pytorch
Attempt at reinforcement learning with curiosity for Sonic the Hedgehog games. Number 149 on OpenAI retro contest leaderboard, but more work needed
peg
Code for "Planning Goals for Exploration", ICLR2023 Spotlight. An unsupervised RL agent for hard exploration tasks.
Recall2Imagine
Recall to Imagine, a model-based RL algorithm with superhuman memory. Oral (1.2%) @ ICLR 2024