Pith Number

pith:G6VKC7OQ

pith:2024:G6VKC7OQMVHNHSHXEHLNNDHNJR

not attested not anchored not stored refs pending

A Curious Case of Searching for the Correlation between Training Data and Adversarial Robustness of Transformer Textual Models

Cuong Dang, Dung D. Le, Thai Le

arxiv:2402.11469 v2 · 2024-02-18 · cs.LG · cs.CL · cs.CR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G6VKC7OQMVHNHSHXEHLNNDHNJR}

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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.

Cited by

1 paper in Pith

LLMs cannot spot math errors, even when allowed to peek into the solution

Receipt and verification

First computed	2026-07-05T08:38:57.607477Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37aaa17dd0654ed3c8f721d6d68ced4c6d7c7b93d17341d3f2162ceb02a13b87

Aliases

arxiv: 2402.11469 · arxiv_version: 2402.11469v2 · doi: 10.48550/arxiv.2402.11469 · pith_short_12: G6VKC7OQMVHN · pith_short_16: G6VKC7OQMVHNHSHX · pith_short_8: G6VKC7OQ

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/G6VKC7OQMVHNHSHXEHLNNDHNJR \
  | 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: 37aaa17dd0654ed3c8f721d6d68ced4c6d7c7b93d17341d3f2162ceb02a13b87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39a5a2eead9a8c7211d4fcfacacc1b707a15d4d5bec3a12c1a74db20d3c009c1",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-18T05:58:25Z",
    "title_canon_sha256": "571650aadeb6610a8cdfcde9fc5fef34b1ad2d32c5f6bccd66e36064ae1630ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11469",
    "kind": "arxiv",
    "version": 2
  }
}