Pith Number

pith:AC2MYA6I

pith:2016:AC2MYA6IERTJXZT2LNMC5YCVX6

not attested not anchored not stored refs pending

Strategic Attentive Writer for Learning Macro-Actions

Alexander (Sasha) Vezhnevets, Alex Graves, John Agapiou, Koray Kavukcuoglu, Oriol Vinyals, Simon Osindero, Volodymyr Mnih

arxiv:1606.04695 v1 · 2016-06-15 · cs.AI · 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{AC2MYA6IERTJXZT2LNMC5YCVX6}

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

Learning World Graphs to Accelerate Hierarchical Reinforcement Learning

Receipt and verification

First computed	2026-05-18T01:12:24.557923Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00b4cc03c824669be67a5b582ee055bf81a8a1ccb0c5984333aae13f70c3c87f

Aliases

arxiv: 1606.04695 · arxiv_version: 1606.04695v1 · doi: 10.48550/arxiv.1606.04695 · pith_short_12: AC2MYA6IERTJ · pith_short_16: AC2MYA6IERTJXZT2 · pith_short_8: AC2MYA6I

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/AC2MYA6IERTJXZT2LNMC5YCVX6 \
  | 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: 00b4cc03c824669be67a5b582ee055bf81a8a1ccb0c5984333aae13f70c3c87f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52149da8966e1c3523a48a2ee89457082d8e4be5f38c259ea3e1011058803003",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-06-15T09:28:52Z",
    "title_canon_sha256": "26bf75971cfc624ce176fb4a61d03afd171f0b3a4c6cf335c380e5d2533a8bc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1606.04695",
    "kind": "arxiv",
    "version": 1
  }
}