Pith Number

pith:E4VWWUIP

pith:2023:E4VWWUIPVMOMQSDH77AIHDWLVN

not attested not anchored not stored refs pending

Dual Student Networks for Data-Free Model Stealing

Ajmal Mian, James Beetham, Mubarak Shah, Navid Kardan

arxiv:2309.10058 v1 · 2023-09-18 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E4VWWUIPVMOMQSDH77AIHDWLVN}

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

Geometry-Aware Localized Watermarking for Copyright Protection in Embedding-as-a-Service

Receipt and verification

First computed	2026-07-05T06:52:08.857630Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

272b6b510fab1cc84867ffc0838ecbab65450a09361f394bc3fac9ae2cc70ff2

Aliases

arxiv: 2309.10058 · arxiv_version: 2309.10058v1 · doi: 10.48550/arxiv.2309.10058 · pith_short_12: E4VWWUIPVMOM · pith_short_16: E4VWWUIPVMOMQSDH · pith_short_8: E4VWWUIP

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/E4VWWUIPVMOMQSDH77AIHDWLVN \
  | 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: 272b6b510fab1cc84867ffc0838ecbab65450a09361f394bc3fac9ae2cc70ff2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6273dc22e8df8aded49f2703a31311d6dbb45a24435269e6dfb1f5b149a5dc7d",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-18T18:11:31Z",
    "title_canon_sha256": "c52b5e5cf0a918f276cb53b743a48f5c8cbbff7a820664b67624fa58aafff097"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.10058",
    "kind": "arxiv",
    "version": 1
  }
}