Pith Number

pith:PMULYQ76

pith:2025:PMULYQ76ID3PE7HSDG2M5LKZSV

not attested not anchored not stored refs pending

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

Brisa Maneechotesuwan, Chengyue Huang, Shivang Chopra, Zsolt Kira

arxiv:2505.21755 v2 · 2025-05-27 · cs.CV · cs.AI · 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{PMULYQ76ID3PE7HSDG2M5LKZSV}

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	2026-07-05T11:25:11.226750Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b28bc43fe40f6f27cf219b4cead59954291e4f24862db06e3aaee545ac91f48

Aliases

arxiv: 2505.21755 · arxiv_version: 2505.21755v2 · doi: 10.48550/arxiv.2505.21755 · pith_short_12: PMULYQ76ID3P · pith_short_16: PMULYQ76ID3PE7HS · pith_short_8: PMULYQ76

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/PMULYQ76ID3PE7HSDG2M5LKZSV \
  | 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: 7b28bc43fe40f6f27cf219b4cead59954291e4f24862db06e3aaee545ac91f48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d74207508c193b1cda6efbc97320b7060f2d63faec9dea38c13cd2c0053608e3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-27T20:44:44Z",
    "title_canon_sha256": "fed97e0eecd952b0c0762ac647add5fd41213dbd543df3861ca9aaecfdf12d0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.21755",
    "kind": "arxiv",
    "version": 2
  }
}