Pith Number

pith:H2GL4JYO

pith:2024:H2GL4JYOCSS6M7HYQZY7PDLSRP

not attested not anchored not stored refs pending

Gibberish is All You Need for Membership Inference Detection in Contrastive Language-Audio Pretraining

Ruoxi Cheng, Shitong Shao, Shuirong Cao, Yizhong Ding, Zhiqiang Wang

arxiv:2410.18371 v2 · 2024-10-24 · cs.SD · cs.AI · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H2GL4JYOCSS6M7HYQZY7PDLSRP}

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

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming

Receipt and verification

First computed	2026-07-05T09:30:22.817089Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e8cbe270e14a5e67cf88671f78d728be6307758cc4e8c01ee4dbeb328f70ae7

Aliases

arxiv: 2410.18371 · arxiv_version: 2410.18371v2 · doi: 10.48550/arxiv.2410.18371 · pith_short_12: H2GL4JYOCSS6 · pith_short_16: H2GL4JYOCSS6M7HY · pith_short_8: H2GL4JYO

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/H2GL4JYOCSS6M7HYQZY7PDLSRP \
  | 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: 3e8cbe270e14a5e67cf88671f78d728be6307758cc4e8c01ee4dbeb328f70ae7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "86f967bfcdfbd976c5bf83c4480685336acd7dbf5647587dc70c5f56b1892765",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-10-24T02:26:57Z",
    "title_canon_sha256": "62d2410c8ac2b3fb2aebb34942c14b752394ff2ce6ebc10c3789c9c475e130fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.18371",
    "kind": "arxiv",
    "version": 2
  }
}