Pith Number

pith:J5EIRLII

pith:2024:J5EIRLII6I3IUU2KTGJZKXFKMN

not attested not anchored not stored refs pending

Vision Language Models Are Few-Shot Audio Spectrogram Classifiers

Chris Donahue, Laurie M. Heller, Satvik Dixit

arxiv:2411.12058 v1 · 2024-11-18 · cs.SD · eess.AS

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\usepackage{pith}
\pithnumber{J5EIRLII6I3IUU2KTGJZKXFKMN}

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Record completeness

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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

Knowledge-Augmented Vision Language Models for Underwater Bioacoustic Spectrogram Analysis

Receipt and verification

First computed	2026-07-05T09:37:15.463868Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f4888ad08f2368a534a9993955caa634c46d447ed049449f4fb1053f478e299

Aliases

arxiv: 2411.12058 · arxiv_version: 2411.12058v1 · doi: 10.48550/arxiv.2411.12058 · pith_short_12: J5EIRLII6I3I · pith_short_16: J5EIRLII6I3IUU2K · pith_short_8: J5EIRLII

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/J5EIRLII6I3IUU2KTGJZKXFKMN \
  | 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: 4f4888ad08f2368a534a9993955caa634c46d447ed049449f4fb1053f478e299

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78921ea8297cc5cf3577467861d478d8844cefed8fc81d0f8a599b9798babe92",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-11-18T20:56:44Z",
    "title_canon_sha256": "d90c3fa1a6c0b070ba0515f7fddd61ad918ca3ff384ae367d4cc16fb318acca2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12058",
    "kind": "arxiv",
    "version": 1
  }
}