Pith Number

pith:VS2VPTP5

pith:2022:VS2VPTP5FSTSTFMCINZVEJE5XD

not attested not anchored not stored refs pending

On learning history based policies for controlling Markov decision processes

Aditya Mahajan, Doina Precup, Gandharv Patil

arxiv:2211.03011 v1 · 2022-11-06 · cs.LG · cs.SY · eess.SY · 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{VS2VPTP5FSTSTFMCINZVEJE5XD}

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	2026-07-05T05:13:43.428021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

acb557cdfd2ca7299582437352249db8c192494a88583a4a53e63b2eeae763b6

Aliases

arxiv: 2211.03011 · arxiv_version: 2211.03011v1 · doi: 10.48550/arxiv.2211.03011 · pith_short_12: VS2VPTP5FSTS · pith_short_16: VS2VPTP5FSTSTFMC · pith_short_8: VS2VPTP5

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/VS2VPTP5FSTSTFMCINZVEJE5XD \
  | 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: acb557cdfd2ca7299582437352249db8c192494a88583a4a53e63b2eeae763b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c509ef1824e33bbf9c5dd4a553223030b4404f92a2414566d0e884c7192e3de1",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-06T02:47:55Z",
    "title_canon_sha256": "ff4f8dd62013feccb1836c009327bf16028c917b646decf1e27969a8d4e56201"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.03011",
    "kind": "arxiv",
    "version": 1
  }
}