Pith Number

pith:CDXN3KOF

pith:2023:CDXN3KOFKHHAO5GHZ3TLRXEFEX

not attested not anchored not stored refs pending

Bag of Policies for Distributional Deep Exploration

Aldo Faisal, Asen Nachkov, Filippo Valdettaro, Giulia Luise, Luchen Li

arxiv:2308.01759 v1 · 2023-08-03 · 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{CDXN3KOFKHHAO5GHZ3TLRXEFEX}

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	2026-07-05T06:37:22.830970Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10eedda9c551ce0774c7cee6b8dc8525c037c5e199941431fa0b228381d46c16

Aliases

arxiv: 2308.01759 · arxiv_version: 2308.01759v1 · doi: 10.48550/arxiv.2308.01759 · pith_short_12: CDXN3KOFKHHA · pith_short_16: CDXN3KOFKHHAO5GH · pith_short_8: CDXN3KOF

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/CDXN3KOFKHHAO5GHZ3TLRXEFEX \
  | 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: 10eedda9c551ce0774c7cee6b8dc8525c037c5e199941431fa0b228381d46c16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb4306ac6474c1eeaa561e2db42df52d56b680a6db1721847ac4fdbce8f6435e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-03T13:43:03Z",
    "title_canon_sha256": "d244995c7fe037aab4660898b9a57c4b0a36dcfc3a0b170de7eab99dab4dc520"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.01759",
    "kind": "arxiv",
    "version": 1
  }
}