Pith Number

pith:LSV2EWQX

pith:2023:LSV2EWQXJNCCGKXMNKN3L64WGN

not attested not anchored not stored refs pending

Zero-Shot Object Counting with Language-Vision Models

Dimitris Samaras, Hieu Le, Jingyi Xu

arxiv:2309.13097 v1 · 2023-09-22 · 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{LSV2EWQXJNCCGKXMNKN3L64WGN}

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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

Train the Agent, Not the Expert: Learning to Harness Heterogeneous Experts for Multi-Turn Visual Reasoning

Receipt and verification

First computed	2026-07-05T06:53:47.013466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5caba25a174b44232aec6a9bb5fb9633684b70f9e763505c1ecc74e75f469bf5

Aliases

arxiv: 2309.13097 · arxiv_version: 2309.13097v1 · doi: 10.48550/arxiv.2309.13097 · pith_short_12: LSV2EWQXJNCC · pith_short_16: LSV2EWQXJNCCGKXM · pith_short_8: LSV2EWQX

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/LSV2EWQXJNCCGKXMNKN3L64WGN \
  | 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: 5caba25a174b44232aec6a9bb5fb9633684b70f9e763505c1ecc74e75f469bf5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2af584879dbe75224f043252f0a2b13ff54888b40a8828b0cb50d4f4be9aabb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-09-22T14:48:42Z",
    "title_canon_sha256": "307d381b37f99a11f8a4e1968254a12db528ee0d6af5079403d98a234af5fe7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.13097",
    "kind": "arxiv",
    "version": 1
  }
}