Pith Number

pith:VBPH2HOF

pith:2023:VBPH2HOFGCFWAF4GNQUHKTZKV4

not attested not anchored not stored refs pending

Policy Dispersion in Non-Markovian Environment

Bohao Qu, Chang Yi, Hechang Chen, Ivor W.Tsang, Jielong Yang, Xiaofeng Cao, Yew-Soon Ong

arxiv:2302.14509 v2 · 2023-02-28 · 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{VBPH2HOFGCFWAF4GNQUHKTZKV4}

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	2026-07-05T08:26:10.775622Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a85e7d1dc5308b6017866c28754f2aaf3b9a878d41b11221a81d2f8c3867c3a0

Aliases

arxiv: 2302.14509 · arxiv_version: 2302.14509v2 · doi: 10.48550/arxiv.2302.14509 · pith_short_12: VBPH2HOFGCFW · pith_short_16: VBPH2HOFGCFWAF4G · pith_short_8: VBPH2HOF

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/VBPH2HOFGCFWAF4GNQUHKTZKV4 \
  | 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: a85e7d1dc5308b6017866c28754f2aaf3b9a878d41b11221a81d2f8c3867c3a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ddf718ff15e61dedcc2690f9eb17d5dad0220cfc8751ffe3455dff03ad2abb0c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-28T11:58:39Z",
    "title_canon_sha256": "709b9e82e17e3d4a263bf80cc3bf5213ad17ba4e625ee275c824f98d86d6fba9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.14509",
    "kind": "arxiv",
    "version": 2
  }
}