Pith Number

pith:ZYWMUUN2

pith:2025:ZYWMUUN2PCLEBPC32JAHR2YPHS

not attested not anchored not stored refs pending

Co-Activation Graph Analysis of Safety-Verified and Explainable Deep Reinforcement Learning Policies

Dennis Gross, Helge Spieker

arxiv:2501.03142 v1 · 2025-01-06 · 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{ZYWMUUN2PCLEBPC32JAHR2YPHS}

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	2026-07-05T09:57:32.260816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce2cca51ba789640bc5bd24078eb0f3cb8581ea74750ab9c9e1fe3878957b8a6

Aliases

arxiv: 2501.03142 · arxiv_version: 2501.03142v1 · doi: 10.48550/arxiv.2501.03142 · pith_short_12: ZYWMUUN2PCLE · pith_short_16: ZYWMUUN2PCLEBPC3 · pith_short_8: ZYWMUUN2

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/ZYWMUUN2PCLEBPC32JAHR2YPHS \
  | 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: ce2cca51ba789640bc5bd24078eb0f3cb8581ea74750ab9c9e1fe3878957b8a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "944b7542e6e352d2b6755e6ce0dc0cfef3322b99d6434b5bbd1cb641a44c9299",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-06T17:07:44Z",
    "title_canon_sha256": "6397cd4dc1a44ab5c06bf1b4d3c06963e79d20c488e36147d77f1640267b6d7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03142",
    "kind": "arxiv",
    "version": 1
  }
}