Pith Number

pith:VVLZBRQV

pith:2025:VVLZBRQVZKD3XUDFR4VYSIN2YD

not attested not anchored not stored refs pending

Unveiling the Lack of LVLM Robustness to Fundamental Visual Variations: Why and Path Forward

Sandeep Polisetty, Yi R. Fung, Yumeng Wang, Zhiyuan Fan

arxiv:2504.16727 v3 · 2025-04-23 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VVLZBRQVZKD3XUDFR4VYSIN2YD}

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	2026-07-05T11:14:06.543889Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad5790c615ca87bbd0658f2b8921bac0f9150119f105a732c19ce315901695fb

Aliases

arxiv: 2504.16727 · arxiv_version: 2504.16727v3 · doi: 10.48550/arxiv.2504.16727 · pith_short_12: VVLZBRQVZKD3 · pith_short_16: VVLZBRQVZKD3XUDF · pith_short_8: VVLZBRQV

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/VVLZBRQVZKD3XUDFR4VYSIN2YD \
  | 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: ad5790c615ca87bbd0658f2b8921bac0f9150119f105a732c19ce315901695fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fb024331d541f9d1760f7fa99332d80092fe97e5cf19f4183fe6dce22e6fbf3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-04-23T14:01:32Z",
    "title_canon_sha256": "3c5bb20cff0afdb7efac00bdcd1ebca5029addaff13fd21535492ac3bf98a335"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16727",
    "kind": "arxiv",
    "version": 3
  }
}