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"model_name": "MMBench2 world model",
"model_type": "dreamer4",
"description": "Dreamer-4-style generative world model for large-scale multi-task continuous control, trained on the MMBench2 dataset (210 tasks). Accompanies the paper 'Hallucination in World Models is Predictable and Preventable'.",
"paper": "https://www.nicklashansen.com/mmbench2",
"dataset": "https://huggingface.co/datasets/nicklashansen/mmbench2",
"total_params": 350000000,
"observation": "224x224 RGB",
"action_dim": 16,
"num_tasks": 210,
"components": {
"tokenizer": {
"params": 100000000,
"file": "tokenizer.pt",
"description": "causal video tokenizer (~50M encoder + ~50M decoder) with a 64-dim tanh-bounded latent"
},
"dynamics": {
"params": 250000000,
"file": "dynamics.pt",
"description": "block-causal flow-matching Transformer with reward and behavior-cloning heads"
}
},
"variants": {
"base": "pretrained world model",
"coverage_aware": "coverage-aware finetuned world model",
"combined": "finetuned with all targeted data-collection sources"
},
"license": "mit"
}
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