Pith Number

pith:VNOHCF4M

pith:2017:VNOHCF4MZ3RHJMFBFRJLAH34KI

not attested not anchored not stored refs pending

Data-Efficient Policy Evaluation Through Behavior Policy Search

Josiah P. Hanna, Peter Stone, Philip S. Thomas, Scott Niekum

arxiv:1706.03469 v1 · 2017-06-12 · 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{VNOHCF4MZ3RHJMFBFRJLAH34KI}

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	2026-05-18T00:42:35.628402Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab5c71178ccee274b0a12c52b01f7c52245bb41ca22b44e2dde8de360ce215a0

Aliases

arxiv: 1706.03469 · arxiv_version: 1706.03469v1 · doi: 10.48550/arxiv.1706.03469 · pith_short_12: VNOHCF4MZ3RH · pith_short_16: VNOHCF4MZ3RHJMFB · pith_short_8: VNOHCF4M

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/VNOHCF4MZ3RHJMFBFRJLAH34KI \
  | 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: ab5c71178ccee274b0a12c52b01f7c52245bb41ca22b44e2dde8de360ce215a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "564b9aad40284a15e9357d2ada8081a7a3eb7f980e5aae9b57298c22ecdf9776",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-06-12T05:19:47Z",
    "title_canon_sha256": "ebcdaf6cf6573ea3529468d0f07dbf84da2524d5a26059d6df5d4356afd47f28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.03469",
    "kind": "arxiv",
    "version": 1
  }
}