Pith Number

pith:M3YUDMNL

pith:2025:M3YUDMNLWO52XQRC646IYTXS2L

not attested not anchored not stored refs pending

Pragmatic Policy Development via Interpretable Behavior Cloning

Anton Matsson, Fredrik D. Johansson, Heather J. Litman, Yaochen Rao

arxiv:2507.17056 v1 · 2025-07-22 · 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{M3YUDMNLWO52XQRC646IYTXS2L}

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	2026-07-05T11:42:00.806247Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66f141b1abb3bbabc222f73c8c4ef2d2e9aee2f795663d6fde13221bcbcfad01

Aliases

arxiv: 2507.17056 · arxiv_version: 2507.17056v1 · doi: 10.48550/arxiv.2507.17056 · pith_short_12: M3YUDMNLWO52 · pith_short_16: M3YUDMNLWO52XQRC · pith_short_8: M3YUDMNL

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/M3YUDMNLWO52XQRC646IYTXS2L \
  | 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: 66f141b1abb3bbabc222f73c8c4ef2d2e9aee2f795663d6fde13221bcbcfad01

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f026e6a6021051614aeef562eec638b0e7c1a981e274e16a3a6cabc09712c83d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-22T22:34:35Z",
    "title_canon_sha256": "87f726ebe26a27efc545046e5db1a82be59c8ad92045efa5268f7f99a897b3d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.17056",
    "kind": "arxiv",
    "version": 1
  }
}