Pith Number

pith:IG4MJS6T

pith:2024:IG4MJS6TVCOD4I4FC2323VUQQB

not attested not anchored not stored refs pending

Improving Composed Image Retrieval via Contrastive Learning with Scaling Positives and Negatives

Richong Zhang, Zhangchi Feng, Zhijie Nie

arxiv:2404.11317 v2 · 2024-04-17 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IG4MJS6TVCOD4I4FC2323VUQQB}

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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

3 papers in Pith

Exploring Multi-Modal Large Language Models and Two-Stage Fine-Tuning for Fashion Image Retrieval

Fashion Image-to-Image Translation for Complementary Item Retrieval

A Sanity Check on Composed Image Retrieval

Receipt and verification

First computed	2026-07-05T08:53:08.971103Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41b8c4cbd3a89c3e238516b7add690806758038f4d2cb165cbf17e566510ea0f

Aliases

arxiv: 2404.11317 · arxiv_version: 2404.11317v2 · doi: 10.48550/arxiv.2404.11317 · pith_short_12: IG4MJS6TVCOD · pith_short_16: IG4MJS6TVCOD4I4F · pith_short_8: IG4MJS6T

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/IG4MJS6TVCOD4I4FC2323VUQQB \
  | 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: 41b8c4cbd3a89c3e238516b7add690806758038f4d2cb165cbf17e566510ea0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85c3a87159e13e3ae9efb8e12d054926653f8ecbd51827f26b7ba3de50af2f6c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-17T12:30:54Z",
    "title_canon_sha256": "89c0bb48696dafebd3960e05df52fbbcf53f4aedc809c84fd34187512d3cdf1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11317",
    "kind": "arxiv",
    "version": 2
  }
}