Pith Number

pith:4B23YPNT

pith:2026:4B23YPNTNET4CF2AZC25KQ7NSQ

not attested not anchored not stored refs pending

CRRL: A Causality-Based Reinforcement Learning Framework for Autonomous System Recovery

Kai Olav Ellefsen, Leon Moonen, Safia Fatima

arxiv:2607.03177 v1 · 2026-07-03 · cs.SE · 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{4B23YPNTNET4CF2AZC25KQ7NSQ}

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	2026-07-07T01:16:45.689356Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e075bc3db36927c11740c8b5d543ed942e68db12b8848e5bcd75c61ceb2101af

Aliases

arxiv: 2607.03177 · arxiv_version: 2607.03177v1 · doi: 10.48550/arxiv.2607.03177 · pith_short_12: 4B23YPNTNET4 · pith_short_16: 4B23YPNTNET4CF2A · pith_short_8: 4B23YPNT

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/4B23YPNTNET4CF2AZC25KQ7NSQ \
  | 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: e075bc3db36927c11740c8b5d543ed942e68db12b8848e5bcd75c61ceb2101af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a02f5a8941aacf6ffab3a6496252c75215a89d936eec9c83075ac42446deb57d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-07-03T10:29:05Z",
    "title_canon_sha256": "65c91ab50efff1f42c6c62ace934be743dfe147dc6da675359d0b53439f35da5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.03177",
    "kind": "arxiv",
    "version": 1
  }
}