Pith Number

pith:XVHUCSUQ

pith:2026:XVHUCSUQFUHLIVQ7SV3THNDQSV

not attested not anchored not stored refs pending

SoK: Colluding Adversaries in Machine Learning Pipelines

Asim Waheed, Lipeng He, N. Asokan, Vasisht Duddu

arxiv:2606.10091 v1 · 2026-06-08 · cs.CR · 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{XVHUCSUQFUHLIVQ7SV3THNDQSV}

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	2026-06-10T00:08:48.783847Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd4f414a902d0eb4561f957733b470957243415549096ee348532020826f2f92

Aliases

arxiv: 2606.10091 · arxiv_version: 2606.10091v1 · doi: 10.48550/arxiv.2606.10091 · pith_short_12: XVHUCSUQFUHL · pith_short_16: XVHUCSUQFUHLIVQ7 · pith_short_8: XVHUCSUQ

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/XVHUCSUQFUHLIVQ7SV3THNDQSV \
  | 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: bd4f414a902d0eb4561f957733b470957243415549096ee348532020826f2f92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "253b189863c8392dc0fcc3cf0cc9684779904f1fbc96832650df8c085f2fc1c2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-06-08T19:16:58Z",
    "title_canon_sha256": "cfb364c786fe471a68c901efd8bfe03b41450c6a2a4284986a72e5b1d7dd538e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10091",
    "kind": "arxiv",
    "version": 1
  }
}