Pith Number

pith:PLWBI3MH

pith:2018:PLWBI3MH6O3H3E2GGYAK2GJAV5

not attested not anchored not stored refs pending

Learning Awareness Models

Alistair Muldal, Brandon Amos, Laurent Dinh, Misha Denil, Nando de Freitas, Sergio G\'omez Colmenarejo, Serkan Cabi, Thomas Roth\"orl, Tom Erez, Yuval Tassa

arxiv:1804.06318 v1 · 2018-04-17 · cs.AI · cs.NE · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PLWBI3MH6O3H3E2GGYAK2GJAV5}

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

1 paper in Pith

Shaping Belief States with Generative Environment Models for RL

Receipt and verification

First computed	2026-05-18T00:18:21.033152Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7aec146d87f3b67d93463600ad1920af42376beae5c518f3dde741edb771cc33

Aliases

arxiv: 1804.06318 · arxiv_version: 1804.06318v1 · doi: 10.48550/arxiv.1804.06318 · pith_short_12: PLWBI3MH6O3H · pith_short_16: PLWBI3MH6O3H3E2G · pith_short_8: PLWBI3MH

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/PLWBI3MH6O3H3E2GGYAK2GJAV5 \
  | 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: 7aec146d87f3b67d93463600ad1920af42376beae5c518f3dde741edb771cc33

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f53a42b0cadce0831573922385faf07ed94a1c13dc57d16921a21385b0da60a",
    "cross_cats_sorted": [
      "cs.NE",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-04-17T15:28:01Z",
    "title_canon_sha256": "bd0d0a4acf65e6f56e106566cd647cd522546c7ca656a5f35be6ca3dc6d40daf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.06318",
    "kind": "arxiv",
    "version": 1
  }
}