Lots of world-models papers exist today but there is almost no map of how they connect 🧬
@ylecun said, “The world model is a kind of simulator of the relevant aspects of the world. It predicts future world states from observations, prior state, and action.”
So I built Engram, a second brain for world-models research:
→ Timeline: 57 papers across 8 paradigms distributed by year of release
→ Neuron: force-directed clusters across the paradigms inspired by Karpathy's version of second brain.
→ Random: land somewhere unexpected and get started on learning something new today
→ Every paper has arXiv and github links baked into it. There is also
@askalphaxiv link attached to each paper so you can learn better and use their incredible features.
PlaNet → Dreamer → DreamerV3. MuZero → EfficientZero. JEPA, Genie, GAIA and much much more.
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Launching today! Please try it and tell me what’s broken, missing, or inaccurate. Have fun with it!!