Pith Number

pith:LV6EE4P2

pith:2026:LV6EE4P2NWXJWS4EJZQ2AW43YS

not attested not anchored not stored refs pending

FiRE: Enhancing MLLMs with Fine-Grained Context Learning for Complex Image Retrieval

Bohan Hou, Haokun Wen, Haoqiang Lin, Meng Liu, Xiangyu Zhao, Xuemeng Song, Yupeng Hu

arxiv:2607.27959 v1 · 2026-07-30 · cs.CV · cs.IR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LV6EE4P2NWXJWS4EJZQ2AW43YS}

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	2026-07-31T01:35:03.970729Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

5d7c4271fa6dae9b4b844e61a05b9bc4a6d62529026284a2a9c61a8b87d02de6

Aliases

arxiv: 2607.27959 · arxiv_version: 2607.27959v1 · doi: 10.48550/arxiv.2607.27959 · pith_short_12: LV6EE4P2NWXJ · pith_short_16: LV6EE4P2NWXJWS4E · pith_short_8: LV6EE4P2

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/LV6EE4P2NWXJWS4EJZQ2AW43YS \
  | 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: 5d7c4271fa6dae9b4b844e61a05b9bc4a6d62529026284a2a9c61a8b87d02de6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "393bc498cb43921211c0d8a2bf687f0235b7b937cf631d2cc999c66a9f006a01",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-07-30T10:06:11Z",
    "title_canon_sha256": "7e28d6bfc766ba87ba1ced80e059f94df98f15b00a8e828363c69a52f1a8b814"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.27959",
    "kind": "arxiv",
    "version": 1
  }
}