Pith Number

pith:XUFIRCUT

pith:2023:XUFIRCUTFRYOYI3XPJVQCS7YUX

not attested not anchored not stored refs pending

Trainable Projected Gradient Method for Robust Fine-tuning

Chih-Yao Ma, Junjiao Tian, Xiaoliang Dai, Yen-Cheng Liu, Zecheng He, Zsolt Kira

arxiv:2303.10720 v2 · 2023-03-19 · cs.CV · 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{XUFIRCUTFRYOYI3XPJVQCS7YUX}

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

FRAMES-VQA: Benchmarking Fine-Tuning Robustness across Multi-Modal Shifts in Visual Question Answering

Receipt and verification

First computed	2026-07-05T05:55:22.152727Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd0a888a932c70ec23777a6b014bf8a5e64af6801d4ac8cb66d374b4221b6dde

Aliases

arxiv: 2303.10720 · arxiv_version: 2303.10720v2 · doi: 10.48550/arxiv.2303.10720 · pith_short_12: XUFIRCUTFRYO · pith_short_16: XUFIRCUTFRYOYI3X · pith_short_8: XUFIRCUT

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/XUFIRCUTFRYOYI3XPJVQCS7YUX \
  | 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: bd0a888a932c70ec23777a6b014bf8a5e64af6801d4ac8cb66d374b4221b6dde

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91dbad81ec0527d32a91e8ba8a5cabe74f4a1d471d8ada37612ddd627c4e3759",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-03-19T17:30:44Z",
    "title_canon_sha256": "5f1a0afb8b779833165ca4493be62cf743c44c2fc31df58b40c9005e76e0e73b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.10720",
    "kind": "arxiv",
    "version": 2
  }
}