Pith. sign in
Pith Number

pith:4XDH2CGN

pith:2025:4XDH2CGNSR7X3Q2POJAJMCDUKD
not attested not anchored not stored refs pending

VirnyFlow: A Design Space for Responsible Model Development

Denys Herasymuk, Julia Stoyanovich, Nazar Protsiv

arxiv:2506.01584 v1 · 2025-06-02 · cs.LG · cs.AI · cs.CY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4XDH2CGNSR7X3Q2POJAJMCDUKD}

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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 2026-07-05T11:14:16.185557Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e5c67d08cd947f7dc34f724096087450c0e6738c5671af4faf64f03df6e679b7

Aliases

arxiv: 2506.01584 · arxiv_version: 2506.01584v1 · doi: 10.48550/arxiv.2506.01584 · pith_short_12: 4XDH2CGNSR7X · pith_short_16: 4XDH2CGNSR7X3Q2P · pith_short_8: 4XDH2CGN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4XDH2CGNSR7X3Q2POJAJMCDUKD \
  | 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: e5c67d08cd947f7dc34f724096087450c0e6738c5671af4faf64f03df6e679b7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f99232ee0143d7fa1f7ff69aa2d7c3b061e8a3749f195047e46b0b2930fcef63",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-02T12:16:48Z",
    "title_canon_sha256": "3a1def1718da7af966eecac8384185421645e30fe01711727ee59b447493ca48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.01584",
    "kind": "arxiv",
    "version": 1
  }
}