Pith Number

pith:XSMH6XH2

pith:2012:XSMH6XH2MKEBQZSOCPK74BWFZK

not attested not anchored not stored refs pending

Metrics for Finite Markov Decision Processes

Doina Precup, Norman Ferns, Prakash Panangaden

arxiv:1207.4114 v1 · 2012-07-11 · 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{XSMH6XH2MKEBQZSOCPK74BWFZK}

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.

Cited by

1 paper in Pith

Abstraction for Offline Goal-Conditioned Reinforcement Learning

Receipt and verification

First computed	2026-05-18T03:50:47.949830Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bc987f5cfa628818664e13d5fe06c5cabd96d9f4efdd70ed6001ff81906f012b

Aliases

arxiv: 1207.4114 · arxiv_version: 1207.4114v1 · doi: 10.48550/arxiv.1207.4114 · pith_short_12: XSMH6XH2MKEB · pith_short_16: XSMH6XH2MKEBQZSO · pith_short_8: XSMH6XH2

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/XSMH6XH2MKEBQZSOCPK74BWFZK \
  | 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: bc987f5cfa628818664e13d5fe06c5cabd96d9f4efdd70ed6001ff81906f012b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "649583ad31fbafa578d07eccec532eb218105adc6301b1c34cff82b7b9c41d39",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2012-07-11T14:43:04Z",
    "title_canon_sha256": "17151a3de3688cc2af74d4c27f7dccf5bfd3e6e57ccff4f0069db77630f1cccd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1207.4114",
    "kind": "arxiv",
    "version": 1
  }
}