Pith Number

pith:RUD3KRDC

pith:2025:RUD3KRDCYJGLVEWWCP2PHFGJCA

not attested not anchored not stored refs pending

Causal Models in Requirement Specifications for Machine Learning: A vision

Eric Knauss, Hans-Martin Heyn, Roland Weiss, Yufei Mao

arxiv:2502.11629 v2 · 2025-02-17 · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RUD3KRDCYJGLVEWWCP2PHFGJCA}

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 Conceptual Framework for Requirements Engineering of Pretrained-Model-Enabled Systems

Receipt and verification

First computed	2026-07-05T10:52:39.659489Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d07b54462c24cba92d613f4f394c9102ace37f4208e883a8f1799c7ac267b87

Aliases

arxiv: 2502.11629 · arxiv_version: 2502.11629v2 · doi: 10.48550/arxiv.2502.11629 · pith_short_12: RUD3KRDCYJGL · pith_short_16: RUD3KRDCYJGLVEWW · pith_short_8: RUD3KRDC

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/RUD3KRDCYJGLVEWWCP2PHFGJCA \
  | 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: 8d07b54462c24cba92d613f4f394c9102ace37f4208e883a8f1799c7ac267b87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "242850d55090c4fd8ab7d2e4337e4da222bc2ce22a365ca4c4f61e217f659d65",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-17T10:20:17Z",
    "title_canon_sha256": "58cf43f87ac7f004f395c83730a5a4b494ad4136c2131335ab4a3aed28d32656"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11629",
    "kind": "arxiv",
    "version": 2
  }
}