Pith Number

pith:FFOCHXK7

pith:2025:FFOCHXK7RUTXGNAOXG6BY4PGGW

not attested not anchored not stored refs pending

Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language Models

Geng Li, Hulingxiao He, Jinglin Xu, Yuxin Peng, Zijun Geng

arxiv:2501.15140 v3 · 2025-01-25 · cs.CV · cs.AI · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{FFOCHXK7RUTXGNAOXG6BY4PGGW}

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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?

Fine-R1: Make Multi-modal LLMs Excel in Fine-Grained Visual Recognition by Chain-of-Thought Reasoning

Receipt and verification

First computed	2026-07-05T10:41:19.880173Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

295c23dd5f8d2773340eb9bc1c71e63598d1a43ddb2a0bf6b4df1d0fa6b3daf2

Aliases

arxiv: 2501.15140 · arxiv_version: 2501.15140v3 · doi: 10.48550/arxiv.2501.15140 · pith_short_12: FFOCHXK7RUTX · pith_short_16: FFOCHXK7RUTXGNAO · pith_short_8: FFOCHXK7

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/FFOCHXK7RUTXGNAOXG6BY4PGGW \
  | 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: 295c23dd5f8d2773340eb9bc1c71e63598d1a43ddb2a0bf6b4df1d0fa6b3daf2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f38eeeaaa703c0b125eafc2297bafdff97202c8ac8b00c9151dbbf4843d1c36",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-25T08:52:43Z",
    "title_canon_sha256": "1c5ba25337818662f5d4297a540988c7a0f23d84c7ab566b1796801845c212df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15140",
    "kind": "arxiv",
    "version": 3
  }
}