Pith Number

pith:EF5LBCQG

pith:2018:EF5LBCQGIOMYR7EKU522MJ3RM4

not attested not anchored not stored refs pending

Distributional Multivariate Policy Evaluation and Exploration with the Bellman GAN

Aviv Tamar, Dror Freirich, Ron Meir

arxiv:1808.01960 v1 · 2018-08-06 · cs.LG · 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{EF5LBCQGIOMYR7EKU522MJ3RM4}

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	2026-05-18T00:08:49.066070Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

217ab08a06439988fc8aa775a6277167151c18d7db63736f5efa8c739eaac725

Aliases

arxiv: 1808.01960 · arxiv_version: 1808.01960v1 · doi: 10.48550/arxiv.1808.01960 · pith_short_12: EF5LBCQGIOMY · pith_short_16: EF5LBCQGIOMYR7EK · pith_short_8: EF5LBCQG

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/EF5LBCQGIOMYR7EKU522MJ3RM4 \
  | 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: 217ab08a06439988fc8aa775a6277167151c18d7db63736f5efa8c739eaac725

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d622e5a6ca575e249431e7036bc14728d0c41448ac8daa221d9017d706687372",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-08-06T15:22:13Z",
    "title_canon_sha256": "70d49c2f79cb09977d6f5db1e074ba57b931c5b30b0b4780f3b7d8113e59e92b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.01960",
    "kind": "arxiv",
    "version": 1
  }
}