Pith Number

pith:REHWSRU6

pith:2024:REHWSRU6FOLG2OPPLWYWG3XOMC

not attested not anchored not stored refs pending

Democratizing Fine-grained Visual Recognition with Large Language Models

Elisa Ricci, Mingxuan Liu, Nicu Sebe, Subhankar Roy, Wenjing Li, Zhun Zhong

arxiv:2401.13837 v2 · 2024-01-24 · cs.CV

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\usepackage{pith}
\pithnumber{REHWSRU6FOLG2OPPLWYWG3XOMC}

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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

2 papers in Pith

Can Textual Reasoning Improve the Performance of MLLMs on Fine-grained Visual Classification?

TCD-Arena: Assessing Robustness of Time Series Causal Discovery Methods Against Assumption Violations

Receipt and verification

First computed	2026-07-05T07:54:07.660125Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

890f69469e2b966d39ef5db1636eee60be699d3aa6c49f7d900d6075a2ce6192

Aliases

arxiv: 2401.13837 · arxiv_version: 2401.13837v2 · doi: 10.48550/arxiv.2401.13837 · pith_short_12: REHWSRU6FOLG · pith_short_16: REHWSRU6FOLG2OPP · pith_short_8: REHWSRU6

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/REHWSRU6FOLG2OPPLWYWG3XOMC \
  | 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: 890f69469e2b966d39ef5db1636eee60be699d3aa6c49f7d900d6075a2ce6192

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b08072256ad41e0a580a6251394951b74f7ff5522cab3433c3f809cd9acc233e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-24T22:28:26Z",
    "title_canon_sha256": "b74a5cd2b7f756d80e3df9f9f086e24b41f4294838f5e8c4e647a9f7db645621"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.13837",
    "kind": "arxiv",
    "version": 2
  }
}