Pith Number

pith:ZF46TWEF

pith:2016:ZF46TWEF4HSSOZTPF42CCPRHEO

not attested not anchored not stored refs pending

Classifying Options for Deep Reinforcement Learning

Anil Anthony Bharath, Kai Arulkumaran, Murray Shanahan, Nat Dilokthanakul

arxiv:1604.08153 v3 · 2016-04-27 · 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{ZF46TWEF4HSSOZTPF42CCPRHEO}

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	2026-05-18T00:42:13.112109Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c979e9d885e1e527666f2f34213e27238a1234370de9aa48e20188d100280484

Aliases

arxiv: 1604.08153 · arxiv_version: 1604.08153v3 · doi: 10.48550/arxiv.1604.08153 · pith_short_12: ZF46TWEF4HSS · pith_short_16: ZF46TWEF4HSSOZTP · pith_short_8: ZF46TWEF

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/ZF46TWEF4HSSOZTPF42CCPRHEO \
  | 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: c979e9d885e1e527666f2f34213e27238a1234370de9aa48e20188d100280484

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f36927a03e0bb6b24ad447747bbb8041860b4ec0b4f449b3d64f4e1b9b5366a",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-04-27T17:48:39Z",
    "title_canon_sha256": "7e74d94fbc693537ec317340505f22b70829bc7d4dc6a736058504f614c4a1bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1604.08153",
    "kind": "arxiv",
    "version": 3
  }
}