Pith Number

pith:ZFK7XN5J

pith:2025:ZFK7XN5JSWDIVMKYNLZUTQ2NJY

not attested not anchored not stored refs pending

A Survey of Explainable Reinforcement Learning: Targets, Methods and Needs

L\'eo Sauli\`eres

arxiv:2507.12599 v1 · 2025-07-16 · cs.AI · 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{ZFK7XN5JSWDIVMKYNLZUTQ2NJY}

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.

Cited by

1 paper in Pith

A Differentiable Atari VCS:A Complex, Fully Known Ground Truth for Explainable AI

Receipt and verification

First computed	2026-07-05T11:38:35.434144Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c955fbb7a995868ab1586af349c34d4e059695bada762efcced854b9d940bf4e

Aliases

arxiv: 2507.12599 · arxiv_version: 2507.12599v1 · doi: 10.48550/arxiv.2507.12599 · pith_short_12: ZFK7XN5JSWDI · pith_short_16: ZFK7XN5JSWDIVMKY · pith_short_8: ZFK7XN5J

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/ZFK7XN5JSWDIVMKYNLZUTQ2NJY \
  | 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: c955fbb7a995868ab1586af349c34d4e059695bada762efcced854b9d940bf4e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff7610d57141a488afbee8d9c2ddb72799a962fa8310f9554c432b3858c10612",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-16T19:41:41Z",
    "title_canon_sha256": "b9f595254f0975ecca89d5d2788af38a1b1151a9d4cd6cbacc2ea9f29c01e46d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12599",
    "kind": "arxiv",
    "version": 1
  }
}