Pith Number

pith:QF3TNZ5O

pith:2025:QF3TNZ5OLRILVESHQAXWPPEWVL

not attested not anchored not stored refs pending

A Theoretical Framework for Explaining Reinforcement Learning with Shapley Values

Daniel Beechey, \"Ozg\"ur \c{S}im\c{s}ek, Thomas M. S. Smith

arxiv:2505.07797 v2 · 2025-05-12 · 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{QF3TNZ5OLRILVESHQAXWPPEWVL}

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	2026-07-05T11:46:21.968345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

817736e7ae5c50ba9247802f67bc96aac5b16f841e4d83f46ef48bef3d94538d

Aliases

arxiv: 2505.07797 · arxiv_version: 2505.07797v2 · doi: 10.48550/arxiv.2505.07797 · pith_short_12: QF3TNZ5OLRIL · pith_short_16: QF3TNZ5OLRILVESH · pith_short_8: QF3TNZ5O

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/QF3TNZ5OLRILVESHQAXWPPEWVL \
  | 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: 817736e7ae5c50ba9247802f67bc96aac5b16f841e4d83f46ef48bef3d94538d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bee3e4b5c73bae72eb7452fd51d13ce0df42e170129d812cb9fbc06f5fac7d47",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-12T17:48:28Z",
    "title_canon_sha256": "b84b6bd683d09cdecb78cd1cb96a53a4956d22bf9246b49e1ba505400e3c8265"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.07797",
    "kind": "arxiv",
    "version": 2
  }
}