Pith Number

pith:PRBRF5O5

pith:2026:PRBRF5O5CYG5JTYN3BJTZ2MRJX

not attested not anchored not stored refs pending

Maturing Markov Decision Processes: Decision Making under Increasing Information and Shrinking Action Sets

Aiping Yang, Jiangming Yang, Jiaxi Liu, Shuqi Zhang, Xuebin Chen, Yuhang Yang, Zewei Dong

arxiv:2606.18820 v1 · 2026-06-17 · 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{PRBRF5O5CYG5JTYN3BJTZ2MRJX}

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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	2026-06-19T16:11:48.399378Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c4312f5dd160dd4cf0dd8533ce9914df2f5a608d97001b604062139a5dc637f

Aliases

arxiv: 2606.18820 · arxiv_version: 2606.18820v1 · doi: 10.48550/arxiv.2606.18820 · pith_short_12: PRBRF5O5CYG5 · pith_short_16: PRBRF5O5CYG5JTYN · pith_short_8: PRBRF5O5

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/PRBRF5O5CYG5JTYN3BJTZ2MRJX \
  | 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: 7c4312f5dd160dd4cf0dd8533ce9914df2f5a608d97001b604062139a5dc637f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fdfc7de608ae765e4c9365fa89b8f3b0495b3137f06ad310722ba52f765b08ec",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-17T08:41:55Z",
    "title_canon_sha256": "c6c1f9fc78bdfe49f05b2e6366952cbf138a44af45c7227dd8f2ef09aa48e7cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.18820",
    "kind": "arxiv",
    "version": 1
  }
}