Pith Number

pith:KTED72D2

pith:2024:KTED72D2BSWSHOMSVKHTOSJO3C

not attested not anchored not stored refs pending

AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation

Gangshan Wu, Limin Wang, Yuhan Zhu, Yuyang Ji, Zhiyu Zhao

arxiv:2407.04603 v2 · 2024-07-05 · cs.CV

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\usepackage{pith}
\pithnumber{KTED72D2BSWSHOMSVKHTOSJO3C}

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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

1 paper in Pith

Demystifying the Optimal Fair Classifier in Multi-Class Classification

Receipt and verification

First computed	2026-07-05T09:16:19.427163Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54c83fe87a0cad23b992aa8f37492ed89ecd453ca93e56ddac9eb674f8e47c62

Aliases

arxiv: 2407.04603 · arxiv_version: 2407.04603v2 · doi: 10.48550/arxiv.2407.04603 · pith_short_12: KTED72D2BSWS · pith_short_16: KTED72D2BSWSHOMS · pith_short_8: KTED72D2

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/KTED72D2BSWSHOMSVKHTOSJO3C \
  | 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: 54c83fe87a0cad23b992aa8f37492ed89ecd453ca93e56ddac9eb674f8e47c62

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "959f9a22694fb09305c2ca5dd6a67f2bdc6176ee556828f0f6fd32f793db4adc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-05T15:52:23Z",
    "title_canon_sha256": "9920b835ca383afac2800bc38f19bd785cad1f914463ab756d746c212fbd892a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.04603",
    "kind": "arxiv",
    "version": 2
  }
}