Pith Number

pith:XLMJAUZ7

pith:2021:XLMJAUZ7USXWLNYLATHQTVYWWD

not attested not anchored not stored refs pending

How Should Pre-Trained Language Models Be Fine-Tuned Towards Adversarial Robustness?

Hanwang Zhang, Luu Anh Tuan, Min Lin, Shuicheng Yan, Xinhsuai Dong

arxiv:2112.11668 v1 · 2021-12-22 · cs.CL · 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{XLMJAUZ7USXWLNYLATHQTVYWWD}

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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

Pay Attention to Attention Distribution: A New Local Lipschitz Bound for Transformers

Receipt and verification

First computed	2026-07-05T03:43:09.483149Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bad890533fa4af65b70b04cf09d716b0d257790395667acc1b00a13413820f66

Aliases

arxiv: 2112.11668 · arxiv_version: 2112.11668v1 · doi: 10.48550/arxiv.2112.11668 · pith_short_12: XLMJAUZ7USXW · pith_short_16: XLMJAUZ7USXWLNYL · pith_short_8: XLMJAUZ7

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/XLMJAUZ7USXWLNYLATHQTVYWWD \
  | 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: bad890533fa4af65b70b04cf09d716b0d257790395667acc1b00a13413820f66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd39e0db71b4ab3c8a5a04e73e95e08aa45cb1b6a5bf5a6210450d8ba6015a19",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-12-22T05:04:41Z",
    "title_canon_sha256": "fd4a50b3dcd869434d9d99a555f68c0a91bfccf1ec92771eea44dc8be47c4412"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.11668",
    "kind": "arxiv",
    "version": 1
  }
}