Pith Number

pith:BVQT2WPE

pith:2019:BVQT2WPERTZMD4UDIKBPVBKDLH

not attested not anchored not stored refs pending

Leveraging Reinforcement Learning Techniques for Effective Policy Adoption and Validation

Clement H. C. Leung, Nikki Lijing Kuang

arxiv:1906.09340 v1 · 2019-06-21 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BVQT2WPERTZMD4UDIKBPVBKDLH}

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	2026-05-17T23:42:38.428251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d613d59e48cf2c1f2834282fa854359fedd695f0dc3a3886163f91d4c229636

Aliases

arxiv: 1906.09340 · arxiv_version: 1906.09340v1 · doi: 10.48550/arxiv.1906.09340 · pith_short_12: BVQT2WPERTZM · pith_short_16: BVQT2WPERTZMD4UD · pith_short_8: BVQT2WPE

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/BVQT2WPERTZMD4UDIKBPVBKDLH \
  | 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: 0d613d59e48cf2c1f2834282fa854359fedd695f0dc3a3886163f91d4c229636

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6dc2df134d2032ac2ee3ab888a6509f3a8a52d7b0462eca476f10c0340984a18",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-21T21:45:58Z",
    "title_canon_sha256": "6bac82a3fa64d3bfc1bd3585e5cbb90332e69c2d4a2ac20254dff8c08db71847"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.09340",
    "kind": "arxiv",
    "version": 1
  }
}