Pith Number

pith:GKZZO2XW

pith:2023:GKZZO2XWHXR7VJW7RE4CVJGMCS

not attested not anchored not stored refs pending

Optimizing Audio Augmentations for Contrastive Learning of Health-Related Acoustic Signals

Diego Ardila, Jake Garrison, Louis Blankemeier, Sebastien Baur, Shruthi Prabhakara, Wei-Hung Weng, Yossi Matias, Zaid Nabulsi

arxiv:2309.05843 v1 · 2023-09-11 · cs.LG · cs.SD · eess.AS

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\usepackage{pith}
\pithnumber{GKZZO2XWHXR7VJW7RE4CVJGMCS}

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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

AudioMosaic: Contrastive Masked Audio Representation Learning

Receipt and verification

First computed	2026-07-05T06:49:47.705035Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32b3976af63de3faa6df89382aa4cc14925f85cec87c3e5f322b245c1804014b

Aliases

arxiv: 2309.05843 · arxiv_version: 2309.05843v1 · doi: 10.48550/arxiv.2309.05843 · pith_short_12: GKZZO2XWHXR7 · pith_short_16: GKZZO2XWHXR7VJW7 · pith_short_8: GKZZO2XW

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/GKZZO2XWHXR7VJW7RE4CVJGMCS \
  | 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: 32b3976af63de3faa6df89382aa4cc14925f85cec87c3e5f322b245c1804014b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b2781841ef061ada516fd13c1a4a0a5de7dd5b1caddc272e96995bd2ae88687",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-11T22:03:34Z",
    "title_canon_sha256": "d6642c7d5945e02ae53416842a20b538344d9e026938ee8be96c71d7740912a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.05843",
    "kind": "arxiv",
    "version": 1
  }
}