Pith Number

pith:YLBBR7SH

pith:2018:YLBBR7SHXNWNFXR7GQWGGXKQNB

not attested not anchored not stored refs pending

An Analysis of Categorical Distributional Reinforcement Learning

Marc G. Bellemare, Mark Rowland, R\'emi Munos, Will Dabney, Yee Whye Teh

arxiv:1802.08163 v1 · 2018-02-22 · 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{YLBBR7SHXNWNFXR7GQWGGXKQNB}

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	2026-05-18T00:22:45.363808Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2c218fe47bb6cd2de3f342c635d50684e2a1a07372080f7953e694b25c115b1

Aliases

arxiv: 1802.08163 · arxiv_version: 1802.08163v1 · doi: 10.48550/arxiv.1802.08163 · pith_short_12: YLBBR7SHXNWN · pith_short_16: YLBBR7SHXNWNFXR7 · pith_short_8: YLBBR7SH

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/YLBBR7SHXNWNFXR7GQWGGXKQNB \
  | 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: c2c218fe47bb6cd2de3f342c635d50684e2a1a07372080f7953e694b25c115b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c3c2201c893ae583e57cdfd6dbab9af1a69ce4a72c7dcb31b93ececa4021c1e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-02-22T16:50:08Z",
    "title_canon_sha256": "91b55f76eb673dfea8a832abb45297817dc22ad468f2538aaa36cbca24b0ac43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.08163",
    "kind": "arxiv",
    "version": 1
  }
}