Pith Number

pith:GOZGUW4C

pith:2019:GOZGUW4CGPGNGXYNJF44GFENEZ

not attested not anchored not stored refs pending

Towards Interpretable Reinforcement Learning Using Attention Augmented Agents

Alex Mott, Daan Wierstra, Daniel Zoran, Danilo J. Rezende, Mike Chrzanowski

arxiv:1906.02500 v1 · 2019-06-06 · 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{GOZGUW4CGPGNGXYNJF44GFENEZ}

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	2026-05-17T23:44:00.968029Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33b26a5b8233ccd35f0d4979c3148d265b245b1360b28a077999571ff1c4bb26

Aliases

arxiv: 1906.02500 · arxiv_version: 1906.02500v1 · doi: 10.48550/arxiv.1906.02500 · pith_short_12: GOZGUW4CGPGN · pith_short_16: GOZGUW4CGPGNGXYN · pith_short_8: GOZGUW4C

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/GOZGUW4CGPGNGXYNJF44GFENEZ \
  | 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: 33b26a5b8233ccd35f0d4979c3148d265b245b1360b28a077999571ff1c4bb26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9d1b7a12d752209c5984566030acdd39c40bf3be607677c15482723db92cc10",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-06T10:02:52Z",
    "title_canon_sha256": "b392f64493a95f4bcb2ef22dc56b7479cbf03d2e59b8df6124eeebe9bf81c665"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.02500",
    "kind": "arxiv",
    "version": 1
  }
}