Pith Number

pith:U7XAVTGZ

pith:2016:U7XAVTGZLQHEJLIJK2O2BMWYLI

not attested not anchored not stored refs pending

Data-Efficient Reinforcement Learning in Continuous-State POMDPs

Carl Edward Rasmussen, Rowan McAllister

arxiv:1602.02523 v1 · 2016-02-08 · stat.ML · cs.LG · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U7XAVTGZLQHEJLIJK2O2BMWYLI}

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	2026-05-18T01:21:09.595893Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7ee0accd95c0e44ad09569da0b2d85a02a327685a217acdd7bb19177d86e7d7

Aliases

arxiv: 1602.02523 · arxiv_version: 1602.02523v1 · doi: 10.48550/arxiv.1602.02523 · pith_short_12: U7XAVTGZLQHE · pith_short_16: U7XAVTGZLQHEJLIJ · pith_short_8: U7XAVTGZ

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/U7XAVTGZLQHEJLIJK2O2BMWYLI \
  | 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: a7ee0accd95c0e44ad09569da0b2d85a02a327685a217acdd7bb19177d86e7d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d4153b5a70fac3d736c87a4d966a26359289ecaac5518b589e1c45ec3a8700b",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-02-08T11:08:49Z",
    "title_canon_sha256": "2c6b8d13deea22b41ba293847323aa47bbe649ead0e5ac97a49c3372761995fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1602.02523",
    "kind": "arxiv",
    "version": 1
  }
}