Pith Number

pith:UCFUNI4R

pith:2024:UCFUNI4RXMO5L4532N33L2VD42

not attested not anchored not stored refs pending

Enhanced Vision-Language Models for Diverse Sensor Understanding: Cost-Efficient Optimization and Benchmarking

Sangyun Chung, Se Yeon Kim, Yong Man Ro, Youngchae Chee, Youngjoon Yu

arxiv:2412.20750 v3 · 2024-12-30 · 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{UCFUNI4RXMO5L4532N33L2VD42}

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	2026-07-02T01:17:11.687073Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a08b46a391bb1dd5f3bbd377b5eaa3e6b158733089b586938c3eacce5723cd66

Aliases

arxiv: 2412.20750 · arxiv_version: 2412.20750v3 · doi: 10.48550/arxiv.2412.20750 · pith_short_12: UCFUNI4RXMO5 · pith_short_16: UCFUNI4RXMO5L453 · pith_short_8: UCFUNI4R

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/UCFUNI4RXMO5L4532N33L2VD42 \
  | 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: a08b46a391bb1dd5f3bbd377b5eaa3e6b158733089b586938c3eacce5723cd66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1906bb04a4e7907fa7204397fd31ea1030c87b7f693ee3acb4e502fdead289c2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-30T06:44:25Z",
    "title_canon_sha256": "adc25490095aebde1a5c39f4b0cf77285861fd758a1c03d2e34e9f580069e168"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20750",
    "kind": "arxiv",
    "version": 3
  }
}