Pith Number

pith:SO7MSSF6

pith:2024:SO7MSSF6JOVBT2BKDUXKX4VUU5

not attested not anchored not stored refs pending

Test-Time Low Rank Adaptation via Confidence Maximization for Zero-Shot Generalization of Vision-Language Models

Hanan Gani, Karthik Nandakumar, Muhammad Huzaifa, Raza Imam

arxiv:2407.15913 v1 · 2024-07-22 · cs.CV

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\usepackage{pith}
\pithnumber{SO7MSSF6JOVBT2BKDUXKX4VUU5}

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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

Learning Inference Concurrency in DynamicGate MLP Structural and Mathematical Justification

Receipt and verification

First computed	2026-07-05T08:47:24.272838Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93bec948be4baa19e82a1d2eabf2b4a74fb7ecf57aeb80f60c5a886dd5938f2a

Aliases

arxiv: 2407.15913 · arxiv_version: 2407.15913v1 · doi: 10.48550/arxiv.2407.15913 · pith_short_12: SO7MSSF6JOVB · pith_short_16: SO7MSSF6JOVBT2BK · pith_short_8: SO7MSSF6

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/SO7MSSF6JOVBT2BKDUXKX4VUU5 \
  | 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: 93bec948be4baa19e82a1d2eabf2b4a74fb7ecf57aeb80f60c5a886dd5938f2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d4a8767e849449b3d276430d101f75eb2f22f7ae2804d69ba60ad3bdf0ae2a6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-22T17:59:19Z",
    "title_canon_sha256": "cad7b55a0eaa157dfce3758d0a0d9124f8db28bc622c01d71363ce34b68c29d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.15913",
    "kind": "arxiv",
    "version": 1
  }
}