Pith Number

pith:ZSOUND2R

pith:2019:ZSOUND2R3EWDGJ7ZDO3PBQ2HZG

not attested not anchored not stored refs pending

Reinforcement Learning with Attention that Works: A Self-Supervised Approach

Anthony Manchin, Anton van den Hengel, Ehsan Abbasnejad

arxiv:1904.03367 v1 · 2019-04-06 · 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{ZSOUND2R3EWDGJ7ZDO3PBQ2HZG}

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	2026-05-17T23:49:13.696345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc9d468f51d92c3327f91bb6f0c347c98da83078be340dbb97935fcfffa06801

Aliases

arxiv: 1904.03367 · arxiv_version: 1904.03367v1 · doi: 10.48550/arxiv.1904.03367 · pith_short_12: ZSOUND2R3EWD · pith_short_16: ZSOUND2R3EWDGJ7Z · pith_short_8: ZSOUND2R

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/ZSOUND2R3EWDGJ7ZDO3PBQ2HZG \
  | 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: cc9d468f51d92c3327f91bb6f0c347c98da83078be340dbb97935fcfffa06801

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03a7de34b3b2a92f2b46461a8074ed00b42ea03116b25a3f3fe726c0a27ca44f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-06T05:42:43Z",
    "title_canon_sha256": "72fdf922f2840e0458de1d71f583a6d210eab81687d2a6811d52d2b6e3e2b979"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.03367",
    "kind": "arxiv",
    "version": 1
  }
}