Pith Number

pith:OT7AKJC4

pith:2023:OT7AKJC4PSRQPYENKYMBF2K2JO

not attested not anchored not stored refs pending

A Kernel Perspective on Behavioural Metrics for Markov Decision Processes

Mark Rowland, Pablo Samuel Castro, Prakash Panangaden, Tyler Kastner

arxiv:2310.19804 v1 · 2023-10-05 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OT7AKJC4PSRQPYENKYMBF2K2JO}

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	2026-07-05T07:06:55.406464Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74fe05245c7ca307e08d561812e95a4b9d43658e8ccce1570db4369f2bd50982

Aliases

arxiv: 2310.19804 · arxiv_version: 2310.19804v1 · doi: 10.48550/arxiv.2310.19804 · pith_short_12: OT7AKJC4PSRQ · pith_short_16: OT7AKJC4PSRQPYEN · pith_short_8: OT7AKJC4

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/OT7AKJC4PSRQPYENKYMBF2K2JO \
  | 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: 74fe05245c7ca307e08d561812e95a4b9d43658e8ccce1570db4369f2bd50982

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad81fce7b4841e06f717e7baac72fc9e9f944a7c0ea4158857c3d3e8c55db281",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-05T20:44:57Z",
    "title_canon_sha256": "cca23e7969ae22365a03b055e39d7a40f2538690e6c42b43119cc54d84e22900"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.19804",
    "kind": "arxiv",
    "version": 1
  }
}