Pith Number

pith:Y6SQ6RWR

pith:2020:Y6SQ6RWRJGYTCU5J3HJG4JV5RF

not attested not anchored not stored refs pending

Representation of Reinforcement Learning Policies in Reproducing Kernel Hilbert Spaces

Bogdan Mazoure, Doina Precup, Guillaume Rabusseau, Joelle Pineau, Thang Doan, Tianyu Li, Vladimir Makarenkov

arxiv:2002.02863 v2 · 2020-02-07 · 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{Y6SQ6RWRJGYTCU5J3HJG4JV5RF}

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	2026-07-05T01:43:13.783225Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7a50f46d149b13153a9d9d26e26bd89741abe1a7877d79d1fcc5910354c6edd

Aliases

arxiv: 2002.02863 · arxiv_version: 2002.02863v2 · doi: 10.48550/arxiv.2002.02863 · pith_short_12: Y6SQ6RWRJGYT · pith_short_16: Y6SQ6RWRJGYTCU5J · pith_short_8: Y6SQ6RWR

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/Y6SQ6RWRJGYTCU5J3HJG4JV5RF \
  | 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: c7a50f46d149b13153a9d9d26e26bd89741abe1a7877d79d1fcc5910354c6edd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f904d6dc3131eb59c52ac76496da87bb154772b24251070a2a6b1530071dbea6",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-07T15:57:57Z",
    "title_canon_sha256": "2ce7b135288cc25baba00d149106c7e655b4fe41212695120cd28779ba58fab5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.02863",
    "kind": "arxiv",
    "version": 2
  }
}