world-models topic

List world-models repositories

daydreamer

234
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25
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DayDreamer: World Models for Physical Robot Learning

twm

66
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8
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Transformer-based World Models

TrafficBots

54
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7
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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

17
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4
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Pytorch implementation of DreamerV2: Mastering Atari with Discrete World Models, based on the original implementation

SGAM

59
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4
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[NeurIPS 2022] SGAM: Building a Virtual 3D World through Simultaneous Generation and Mapping

Forge_VFM4AD

222
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8
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A comprehensive survey of forging vision foundation models for autonomous driving, including challenges, methodologies, and opportunities.

world-models-sonic-pytorch

31
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3
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Attempt at reinforcement learning with curiosity for Sonic the Hedgehog games. Number 149 on OpenAI retro contest leaderboard, but more work needed

peg

70
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3
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Code for "Planning Goals for Exploration", ICLR2023 Spotlight. An unsupervised RL agent for hard exploration tasks.

Recall2Imagine

49
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5
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Recall to Imagine, a model-based RL algorithm with superhuman memory. Oral (1.2%) @ ICLR 2024