Pith Number

pith:PYP526UP

pith:2018:PYP526UPSCFQJHNHO46DL7BJNL

not attested not anchored not stored refs pending

Generative Temporal Models with Spatial Memory for Partially Observed Environments

Alexander Pritzel, Danilo Jimenez Rezende, Fabio Viola, Marco Fraccaro, S. M. Ali Eslami, Yori Zwols

arxiv:1804.09401 v2 · 2018-04-25 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{PYP526UPSCFQJHNHO46DL7BJNL}

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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

Shaping Belief States with Generative Environment Models for RL

Receipt and verification

First computed	2026-05-18T00:10:21.818448Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e1fdd7a8f908b049da7773c35fc296afb28ca978afd4b038beb1b65d0d5c1c2

Aliases

arxiv: 1804.09401 · arxiv_version: 1804.09401v2 · doi: 10.48550/arxiv.1804.09401 · pith_short_12: PYP526UPSCFQ · pith_short_16: PYP526UPSCFQJHNH · pith_short_8: PYP526UP

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/PYP526UPSCFQJHNHO46DL7BJNL \
  | 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: 7e1fdd7a8f908b049da7773c35fc296afb28ca978afd4b038beb1b65d0d5c1c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7aa262a32bc39a66c4c2b13ec2ee35b8299735918f1757564062e3de62ac559",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-04-25T07:40:37Z",
    "title_canon_sha256": "07b64970c0a7dffe5e487ce490ed597608f450fb920c8487bde16e490c5bfd93"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.09401",
    "kind": "arxiv",
    "version": 2
  }
}