Pith Number

pith:2N7PRQ3K

pith:2025:2N7PRQ3K5DSKEXOEOXLNCTVNFQ

not attested not anchored not stored refs pending

Improving Large Vision and Language Models by Learning from a Panel of Peers

Jefferson Hernandez, Jing Shi, Kushal Kafle, Simon Jenni, Vicente Ordonez

arxiv:2509.01610 v1 · 2025-09-01 · 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{2N7PRQ3K5DSKEXOEOXLNCTVNFQ}

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	2026-07-05T12:03:04.461723Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d37ef8c36ae8e4a25dc475d6d14ead2c34f6adaa3679bdcded643d148e0db9a4

Aliases

arxiv: 2509.01610 · arxiv_version: 2509.01610v1 · doi: 10.48550/arxiv.2509.01610 · pith_short_12: 2N7PRQ3K5DSK · pith_short_16: 2N7PRQ3K5DSKEXOE · pith_short_8: 2N7PRQ3K

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/2N7PRQ3K5DSKEXOEOXLNCTVNFQ \
  | 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: d37ef8c36ae8e4a25dc475d6d14ead2c34f6adaa3679bdcded643d148e0db9a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08559a8836f2b72bcdd607a061ac3e4850f5054d110d16d42262eee9f05a3152",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-09-01T16:43:48Z",
    "title_canon_sha256": "f1836ae04b6c476d4bce8a6048b1e1adb8c73bf7dec5e5e6add52ccbc0734d7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.01610",
    "kind": "arxiv",
    "version": 1
  }
}