Pith Number

pith:QOMAJKBF

pith:2019:QOMAJKBF5WAHQVBCJ2BHT6YFNX

not attested not anchored not stored refs pending

Learning to Predict Without Looking Ahead: World Models Without Forward Prediction

C. Daniel Freeman, David Ha, Luke Metz

arxiv:1910.13038 v2 · 2019-10-29 · cs.NE · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QOMAJKBF5WAHQVBCJ2BHT6YFNX}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Towards Unraveling and Improving Generalization in World Models

Receipt and verification

First computed	2026-07-05T00:16:06.833142Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

839804a825ed807854224e8279fb056df28e982d7a71233aa07b9abd83e082af

Aliases

arxiv: 1910.13038 · arxiv_version: 1910.13038v2 · doi: 10.48550/arxiv.1910.13038 · pith_short_12: QOMAJKBF5WAH · pith_short_16: QOMAJKBF5WAHQVBC · pith_short_8: QOMAJKBF

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/QOMAJKBF5WAHQVBCJ2BHT6YFNX \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 839804a825ed807854224e8279fb056df28e982d7a71233aa07b9abd83e082af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aff4ae37d2e6af34836f1647011c6ee74380deda6201fad86e4e70fd4f711888",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2019-10-29T02:17:27Z",
    "title_canon_sha256": "700f3eb88fbafa447c6b816bb8d9aaa5e8990947eacf1d664c51a1f7c33f06ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.13038",
    "kind": "arxiv",
    "version": 2
  }
}