Pith Number

pith:SY37Y2PM

pith:2022:SY37Y2PMXIEHKXDGTPTOMIHDT4

not attested not anchored not stored refs pending

Improving Natural-Language-based Audio Retrieval with Transfer Learning and Audio & Text Augmentations

Gerhard Widmer, Paul Primus

arxiv:2208.11460 v3 · 2022-08-24 · cs.SD · cs.LG · eess.AS · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SY37Y2PMXIEHKXDGTPTOMIHDT4}

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.

Receipt and verification

First computed	2026-07-05T05:11:41.937371Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9637fc69ecba08755c669be6e620e39f152cede48fadf473c7d09e094f4fe166

Aliases

arxiv: 2208.11460 · arxiv_version: 2208.11460v3 · doi: 10.48550/arxiv.2208.11460 · pith_short_12: SY37Y2PMXIEH · pith_short_16: SY37Y2PMXIEHKXDG · pith_short_8: SY37Y2PM

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/SY37Y2PMXIEHKXDGTPTOMIHDT4 \
  | 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: 9637fc69ecba08755c669be6e620e39f152cede48fadf473c7d09e094f4fe166

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "867d36f6c6e2dc22a4272833928b42dfe38bb0ea2012a344f889da8998fb3a45",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2022-08-24T11:54:42Z",
    "title_canon_sha256": "404b61049ceeeb32d93ea4375cd9b6fe6005facd397c7b8d213502b6a339b0b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.11460",
    "kind": "arxiv",
    "version": 3
  }
}