Pith Number

pith:637QYM7B

pith:2018:637QYM7BV4MHAML3SH7ZMGGZL5

not attested not anchored not stored refs pending

VMAV-C: A Deep Attention-based Reinforcement Learning Algorithm for Model-based Control

Jincai Huang, Qi Wang, Xingxing Liang, Yanghe Feng, Zhong Liu

arxiv:1812.09968 v1 · 2018-12-24 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{637QYM7BV4MHAML3SH7ZMGGZL5}

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.

Receipt and verification

First computed	2026-05-17T23:57:26.241472Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6ff0c33e1af1870317b91ff9618d95f42628dfddf7aff72457ffd4bd7bad17b

Aliases

arxiv: 1812.09968 · arxiv_version: 1812.09968v1 · doi: 10.48550/arxiv.1812.09968 · pith_short_12: 637QYM7BV4MH · pith_short_16: 637QYM7BV4MHAML3 · pith_short_8: 637QYM7B

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/637QYM7BV4MHAML3SH7ZMGGZL5 \
  | 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: f6ff0c33e1af1870317b91ff9618d95f42628dfddf7aff72457ffd4bd7bad17b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af5f247f2d76c10129465f243794dec83ce25d8517bea82cf1f736806f739f15",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-24T19:25:23Z",
    "title_canon_sha256": "a81501325768b2b647a7c51490c996b7226e479ceba0b1d3d3862b532d816d99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.09968",
    "kind": "arxiv",
    "version": 1
  }
}