Pith Number

pith:6DGRN642

pith:2023:6DGRN642EFUDBJWF2VSH7MQYQY

not attested not anchored not stored refs pending

TWINS: A Fine-Tuning Framework for Improved Transferability of Adversarial Robustness and Generalization

Antoni B. Chan, Xiangyang Ji, Yi Xu, Ziquan Liu

arxiv:2303.11135 v1 · 2023-03-20 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6DGRN642EFUDBJWF2VSH7MQYQY}

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	2026-07-05T05:52:40.740754Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0cd16fb9a216830a6c5d5647fb2188633c7120b9ab52315d3faada837d52b09

Aliases

arxiv: 2303.11135 · arxiv_version: 2303.11135v1 · doi: 10.48550/arxiv.2303.11135 · pith_short_12: 6DGRN642EFUD · pith_short_16: 6DGRN642EFUDBJWF · pith_short_8: 6DGRN642

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/6DGRN642EFUDBJWF2VSH7MQYQY \
  | 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: f0cd16fb9a216830a6c5d5647fb2188633c7120b9ab52315d3faada837d52b09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b427a259bb81b2a762fcfab3700b924f7ee0a2b9639621f39cda1909f4f1b24",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-20T14:12:55Z",
    "title_canon_sha256": "73590c25de5a08dadc270c2cc2386cb4eb3deff62dc1f4e85d6b7c67ca1feb32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.11135",
    "kind": "arxiv",
    "version": 1
  }
}