Pith Number

pith:CDTHA7PC

pith:2022:CDTHA7PCHT2QYOJYXHAAULO6W2

not attested not anchored not stored refs pending

Confident Approximate Policy Iteration for Efficient Local Planning in $q^\pi$-realizable MDPs

Andr\'as Gy\"orgy, Csaba Szepesv\'ari, Gell\'ert Weisz, Tadashi Kozuno

arxiv:2210.15755 v1 · 2022-10-27 · cs.LG · cs.AI · 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{CDTHA7PCHT2QYOJYXHAAULO6W2}

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	2026-07-05T05:11:10.525670Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10e6707de23cf50c3938b9c00a2ddeb6abd65f904c8d5164f6e00d0b70865e31

Aliases

arxiv: 2210.15755 · arxiv_version: 2210.15755v1 · doi: 10.48550/arxiv.2210.15755 · pith_short_12: CDTHA7PCHT2Q · pith_short_16: CDTHA7PCHT2QYOJY · pith_short_8: CDTHA7PC

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/CDTHA7PCHT2QYOJYXHAAULO6W2 \
  | 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: 10e6707de23cf50c3938b9c00a2ddeb6abd65f904c8d5164f6e00d0b70865e31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d49361c5ef27602cff6298c94ce3169a54070c4000fcef59765746149f1d8c4c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-27T20:19:31Z",
    "title_canon_sha256": "b10a881b71b1b3859e9597abc17524c82297995417774f01a11cb7ffac9e8bf1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.15755",
    "kind": "arxiv",
    "version": 1
  }
}