Pith Number

pith:SN6ZG2G3

pith:2026:SN6ZG2G3QNVILRXRSXWUTVCUNM

not attested not anchored not stored refs pending

From Failure to Alignment: A Requirements Engineering Framework for Machine Learning Systems

Amel Bennaceur, Bashar Nuseibeh, Faeq Alrimawi, Gopi Krishnan Rajbahadur, Prince Mercy

arxiv:2606.31589 v1 · 2026-06-30 · cs.SE · 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{SN6ZG2G3QNVILRXRSXWUTVCUNM}

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	2026-07-01T01:18:08.503263Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

937d9368db836a85c6f195ed49d4546b1ec281bd195a551c9217d2c4b931cd1a

Aliases

arxiv: 2606.31589 · arxiv_version: 2606.31589v1 · doi: 10.48550/arxiv.2606.31589 · pith_short_12: SN6ZG2G3QNVI · pith_short_16: SN6ZG2G3QNVILRXR · pith_short_8: SN6ZG2G3

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/SN6ZG2G3QNVILRXRSXWUTVCUNM \
  | 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: 937d9368db836a85c6f195ed49d4546b1ec281bd195a551c9217d2c4b931cd1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7456f413451f00b1a9404dfbf19ae7844108a94e21b8009a3cfb61ecf8b86be2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-06-30T12:41:16Z",
    "title_canon_sha256": "4c021d3409f178335919ef15b128d4a2c5e4105b6df7fbf99f1b4348c996016d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.31589",
    "kind": "arxiv",
    "version": 1
  }
}