Pith Number

pith:QV5VQSF3

pith:2025:QV5VQSF3BJAGUIWWL4Y7VMJA3D

not attested not anchored not stored refs pending

Probabilistic Prototype Calibration of Vision-Language Models for Generalized Few-shot Semantic Segmentation

Efstratios Gavves, Jan-Jakob Sonke, Jiayi Shen, Jie Liu, Pan Zhou

arxiv:2506.22979 v1 · 2025-06-28 · 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{QV5VQSF3BJAGUIWWL4Y7VMJA3D}

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

Multi-Cache Enhanced Prototype Learning for Test-Time Generalization of Vision-Language Models

Receipt and verification

First computed	2026-07-05T11:28:48.709719Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

857b5848bb0a406a22d65f31fab120d8f68bea5fdd691f58a627644cd4269101

Aliases

arxiv: 2506.22979 · arxiv_version: 2506.22979v1 · doi: 10.48550/arxiv.2506.22979 · pith_short_12: QV5VQSF3BJAG · pith_short_16: QV5VQSF3BJAGUIWW · pith_short_8: QV5VQSF3

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/QV5VQSF3BJAGUIWWL4Y7VMJA3D \
  | 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: 857b5848bb0a406a22d65f31fab120d8f68bea5fdd691f58a627644cd4269101

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc0b7b3e4eb9b1152dfc2787582dd67a6657e353f7a0a338517f7e20412006dc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-06-28T18:36:22Z",
    "title_canon_sha256": "98c247bfc64d5808e7bfb3303cfba422beb8bc4613a13229596ba3dd9e08e106"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.22979",
    "kind": "arxiv",
    "version": 1
  }
}