Pith Number

pith:QWFWV6IQ

pith:2024:QWFWV6IQSK2WRBU5T6DFYQ4SJ5

not attested not anchored not stored refs pending

Finetuning CLIP to Reason about Pairwise Differences

Devin Willmott, Dylan Sam, Joao D. Semedo, J. Zico Kolter

arxiv:2409.09721 v2 · 2024-09-15 · cs.LG · 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{QWFWV6IQSK2WRBU5T6DFYQ4SJ5}

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.

Cited by

1 paper in Pith

GRAPE: Let GRPO Supervise Query Rewriting by Ranking for Retrieval

Receipt and verification

First computed	2026-07-05T11:31:39.992344Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

858b6af91092b568869d9f865c43924f772876406052c8191b897b464e328c4b

Aliases

arxiv: 2409.09721 · arxiv_version: 2409.09721v2 · doi: 10.48550/arxiv.2409.09721 · pith_short_12: QWFWV6IQSK2W · pith_short_16: QWFWV6IQSK2WRBU5 · pith_short_8: QWFWV6IQ

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/QWFWV6IQSK2WRBU5T6DFYQ4SJ5 \
  | 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: 858b6af91092b568869d9f865c43924f772876406052c8191b897b464e328c4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55a22224adfa984edf3512825f46633a6d4f53899b5fbd37eb7f38f4a7611501",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-15T13:02:14Z",
    "title_canon_sha256": "fca7048b12c27277f66292391f4a06416f3fa863adf372b906b1acd7b5e2b34f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.09721",
    "kind": "arxiv",
    "version": 2
  }
}