Pith Number

pith:S4N4MLH6

pith:2022:S4N4MLH6WUUMLDCP3SCM3NB74U

not attested not anchored not stored refs pending

Offline Policy Optimization with Eligible Actions

Emma Brunskill, Yannis Flet-Berliac, Yao Liu

arxiv:2207.00632 v1 · 2022-07-01 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S4N4MLH6WUUMLDCP3SCM3NB74U}

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

Concept-driven Off Policy Evaluation

Receipt and verification

First computed	2026-07-05T04:36:50.557344Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

971bc62cfeb528c58c4fdc84cdb43fe5370c82e91da74a4b0f6787d56dd2cd99

Aliases

arxiv: 2207.00632 · arxiv_version: 2207.00632v1 · doi: 10.48550/arxiv.2207.00632 · pith_short_12: S4N4MLH6WUUM · pith_short_16: S4N4MLH6WUUMLDCP · pith_short_8: S4N4MLH6

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/S4N4MLH6WUUMLDCP3SCM3NB74U \
  | 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: 971bc62cfeb528c58c4fdc84cdb43fe5370c82e91da74a4b0f6787d56dd2cd99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5937694fe708c49e8e18d1490794490977a98f7264303f63bbb527adb4ce5662",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-01T19:18:15Z",
    "title_canon_sha256": "1d31c2ce35d4b38306f0ff8719284becce17b1660ed2dd8006a34f37f2f1ccce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.00632",
    "kind": "arxiv",
    "version": 1
  }
}