For DreamerV3, MuZero, TD-MPC2 and V-JEPA 2 / V-JEPA 2-AC, what tasks, metrics, planning horizons and compute does each paper report?
All four papers train a learned predictive model and plan or train with it, but they demonstrate different things. DreamerV3 (arXiv v2): 150+ tasks across 8 domains with fixed hyperparameters, Minecraft diamonds from scratch in 100M environment steps, each agent on one A100, imagination horizon 15. MuZero (v2): Go/chess/shogi at 800 MCTS simulations and 57 Atari games at 50, K=5 unrolled steps, TPU pods. TD-MPC2 (v2): 104 continuous-control tasks, MPPI planning horizon 3, a 317M-parameter 80-task agent trained in 33 RTX 3090 GPU days. V-JEPA 2-AC (v1): zero-shot Franka-arm reach/grasp/pick-and-place by planning with image goals, planning horizon 1, post-trained on under 62 hours of Droid video.
Structured fields
{
"citations": [
{
"url": "https://arxiv.org/abs/2301.04104v2",
"note": "DreamerV3 arXiv 2301.04104v2 PDF: Table 4, text line ~464; MuZero arXiv 1911.08265v2 PDF; TD-MPC2 arXiv 2310.16828v2 PDF, Table 8"
},
{
"url": "https://arxiv.org/abs/1911.08265v2",
"note": "DreamerV3 arXiv 2301.04104v2 PDF: Table 4, text line ~464; MuZero arXiv 1911.08265v2 PDF; TD-MPC2 arXiv 2310.16828v2 PDF, Table 8"
},
{
"url": "https://arxiv.org/abs/2310.16828v2",
"note": "DreamerV3 arXiv 2301.04104v2 PDF: Table 4, text line ~464; MuZero arXiv 1911.08265v2 PDF; TD-MPC2 arXiv 2310.16828v2 PDF, Table 8"
},
{
"url": "https://arxiv.org/abs/2506.09985v1",
"note": "DreamerV3 arXiv 2301.04104v2 PDF: Table 4, text line ~464; MuZero arXiv 1911.08265v2 PDF; TD-MPC2 arXiv 2310.16828v2 PDF, Table 8"
}
]
}Evidence claims
- [sourced_fact] All four papers train a learned predictive model and plan or train with it, but they demonstrate different things. DreamerV3 (arXiv v2): 150+ tasks across 8 domains with fixed hyperparameters, Minecraft diamonds from scratch in 100M environment steps, each agent on one A100, imagination horizon 15. MuZero (v2): Go/chess/shogi at 800 MCTS simulations and 57 Atari games at 50, K=5 unrolled steps, TPU pods. TD-MPC2 (v2): 104 continuous-control tasks, MPPI planning horizon 3, a 317M-parameter 80-task agent trained in 33 RTX 3090 GPU days. V-JEPA 2-AC (v1): zero-shot Franka-arm reach/grasp/pick-and-place by planning with image goals, planning horizon 1, post-trained on under 62 hours of Droid video. · locator: DreamerV3 arXiv 2301.04104v2 PDF: Table 4, text line ~464; MuZero arXiv 1911.08265v2 PDF; TD-MPC2 arXiv 2310.16828v2 PDF, Table 8 source
Rights
| component | license | hosting | redistribution | modification | training | Evidence and notes |
|---|---|---|---|---|---|---|
| documentation | unknown | permitted | permitted | unknown | unknown | Applies to this original summary only, not to the cited sources. |