Pith Number

pith:5NY3CKWO

pith:2018:5NY3CKWOUBOGDS7GEAOYAZ2TW5

not attested not anchored not stored refs pending

Unsupervised Predictive Memory in a Goal-Directed Agent

Adam Cain, Adam Santoro, Agnieszka Grabska-Barwinska, Arun Ahuja, Chia-Chun Hung, Chloe Hillier, Danilo Rezende, David Amos, David Saxton, David Silver, Demis Hassabis, Greg Wayne, Jack Rae, Joel Z. Leibo, Josh Abramson, Koray Kavukcuoglu, Malcolm Reynolds, Matt Botvinick, Mehdi Mirza, Mevlana Gemici, Piotr Mirowski, Shakir Mohamed, Tim Harley, Timothy Lillicrap

arxiv:1803.10760 v1 · 2018-03-28 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5NY3CKWOUBOGDS7GEAOYAZ2TW5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

Mastering Atari with Discrete World Models

Latent State Design for World Models under Sufficiency Constraints

Receipt and verification

First computed	2026-05-18T00:19:54.183593Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb71b12acea05c61cbe6201d806753b76fcfbf207fd31fc82a7a0c7e66017fa3

Aliases

arxiv: 1803.10760 · arxiv_version: 1803.10760v1 · doi: 10.48550/arxiv.1803.10760 · pith_short_12: 5NY3CKWOUBOG · pith_short_16: 5NY3CKWOUBOGDS7G · pith_short_8: 5NY3CKWO

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/5NY3CKWOUBOGDS7GEAOYAZ2TW5 \
  | 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: eb71b12acea05c61cbe6201d806753b76fcfbf207fd31fc82a7a0c7e66017fa3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd83f530fe3b7621c9dc634a2ad42ce43c04b930fa467c58df1474eeb50b6860",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-03-28T17:54:01Z",
    "title_canon_sha256": "c26350a0adc3d86f556d0ce5a8c1d2e4aaaa2cb70f2d80d2457711e3758de60c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.10760",
    "kind": "arxiv",
    "version": 1
  }
}