Pith Number

pith:U7SWXCCN

pith:2014:U7SWXCCNJP3RQ6S5DIFBXEYAWU

not attested not anchored not stored refs pending

Off-Policy Shaping Ensembles in Reinforcement Learning

Anna Harutyunyan, Ann Nowe, Peter Vrancx, Tim Brys

arxiv:1405.5358 v1 · 2014-05-21 · cs.AI · 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{U7SWXCCNJP3RQ6S5DIFBXEYAWU}

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	2026-05-18T02:51:24.415047Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7e56b884d4bf7187a5d1a0a1b9300b52c8f1185e90114dc376781bfcd27c574

Aliases

arxiv: 1405.5358 · arxiv_version: 1405.5358v1 · doi: 10.48550/arxiv.1405.5358 · pith_short_12: U7SWXCCNJP3R · pith_short_16: U7SWXCCNJP3RQ6S5 · pith_short_8: U7SWXCCN

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/U7SWXCCNJP3RQ6S5DIFBXEYAWU \
  | 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: a7e56b884d4bf7187a5d1a0a1b9300b52c8f1185e90114dc376781bfcd27c574

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02657d5d1f5b60153fd55d7af5df88b3e8a623647a22591a3226f5c9be82a6c1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2014-05-21T10:20:15Z",
    "title_canon_sha256": "d8406c20c71928f0d868a25b75a0545089282ea2b6629b5aa62d73213b43aaed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1405.5358",
    "kind": "arxiv",
    "version": 1
  }
}