Pith. sign in
Pith Number

pith:5VJO4WUL

pith:2025:5VJO4WULHKPUAIP7IS6BAPLFKW
not attested not anchored not stored refs pending

Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images

Fan-Yun Sun, Kaiyue Wen, Nick Haber, Shengguang Wu

arxiv:2502.13928 v2 · 2025-02-19 · cs.CV · cs.AI · cs.CL · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5VJO4WULHKPUAIP7IS6BAPLFKW}

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

Receipt and verification
First computed 2026-07-05T11:14:27.537664Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ed52ee5a8b3a9f4021ff44bc103d6555a805aa00925e3580151000f260176533

Aliases

arxiv: 2502.13928 · arxiv_version: 2502.13928v2 · doi: 10.48550/arxiv.2502.13928 · pith_short_12: 5VJO4WULHKPU · pith_short_16: 5VJO4WULHKPUAIP7 · pith_short_8: 5VJO4WUL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5VJO4WULHKPUAIP7IS6BAPLFKW \
  | 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: ed52ee5a8b3a9f4021ff44bc103d6555a805aa00925e3580151000f260176533
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "beb2445f5a685c129d39f109985238de193e592a05918812af8c6cc60e3fe3ae",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-19T18:05:42Z",
    "title_canon_sha256": "7894caf675b69efc089c74f1b077020abdaabfb1b35fae7b9f0a6b54c4822e01"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13928",
    "kind": "arxiv",
    "version": 2
  }
}