Pith Number

pith:T63OARCI

pith:2026:T63OARCIW6RDUQH2AABTENMW63

not attested not anchored not stored refs pending

Auditing Training Data in Generative Music Models via Black-Box Membership Inference

Jian Liu, Jiawei Yu, Kexin Cao, Syed Irfan Ali Meerza, Trishika Movva, Yi Chen Liu

arxiv:2605.29202 v1 · 2026-05-28 · 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{T63OARCIW6RDUQH2AABTENMW63}

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	2026-05-29T01:05:24.091219Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fb6e04448b7a23a40fa0003323596f6f13b4d3f8afbe75cf0c508dc17521ba5

Aliases

arxiv: 2605.29202 · arxiv_version: 2605.29202v1 · doi: 10.48550/arxiv.2605.29202 · pith_short_12: T63OARCIW6RD · pith_short_16: T63OARCIW6RDUQH2 · pith_short_8: T63OARCI

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/T63OARCIW6RDUQH2AABTENMW63 \
  | 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: 9fb6e04448b7a23a40fa0003323596f6f13b4d3f8afbe75cf0c508dc17521ba5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "134fcb4de281deda277b544d2a0d9c0c102bea1af0123853830abc705aa461b9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-28T00:28:22Z",
    "title_canon_sha256": "b3ed0c52ee4f699fe46139bc3e992933b767e4a3da60078366cb39679230d7ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.29202",
    "kind": "arxiv",
    "version": 1
  }
}