Pith Number

pith:I7C5ZFG5

pith:2023:I7C5ZFG5M3U4QALVNZX2APGKL6

not attested not anchored not stored refs pending

Information based explanation methods for deep learning agents -- with applications on large open-source chess models

Inga Str\"umke, Patrik Hammersborg

arxiv:2309.09702 v1 · 2023-09-18 · 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{I7C5ZFG5M3U4QALVNZX2APGKL6}

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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

Perspectives for Direct Interpretability in Multi-Agent Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:51:43.314448Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47c5dc94dd66e9c801756e6fa03cca5f85680b70563f31b04f5445ad9b314388

Aliases

arxiv: 2309.09702 · arxiv_version: 2309.09702v1 · doi: 10.48550/arxiv.2309.09702 · pith_short_12: I7C5ZFG5M3U4 · pith_short_16: I7C5ZFG5M3U4QALV · pith_short_8: I7C5ZFG5

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/I7C5ZFG5M3U4QALVNZX2APGKL6 \
  | 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: 47c5dc94dd66e9c801756e6fa03cca5f85680b70563f31b04f5445ad9b314388

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9c0a842c39988d5ca50f5d5b23f30c0e065d631a7ec2582ed8826668252ed2e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-18T12:08:14Z",
    "title_canon_sha256": "7ae4adfa0bec9818abba98282041340369aa834f5d9dc6e9f9b9c2a18308b1aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.09702",
    "kind": "arxiv",
    "version": 1
  }
}