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Pith Number

pith:IWWQSRIN

pith:2022:IWWQSRINBWE7ITMUTQM6AYWDST
not attested not anchored not stored refs pending

RemixIT: Continual self-training of speech enhancement models via bootstrapped remixing

Anurag Kumar, Buye Xu, Efthymios Tzinis, Paris Smaragdis, Vamsi Krishna Ithapu, Yossi Adi

arxiv:2202.08862 v3 · 2022-02-17 · cs.SD · cs.LG · eess.AS

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IWWQSRINBWE7ITMUTQM6AYWDST}

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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.
Receipt and verification
First computed 2026-07-05T04:51:55.215426Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

45ad09450d0d89f44d949c19e062c394dbc6b5b5a2617cb0957260f43e1006f2

Aliases

arxiv: 2202.08862 · arxiv_version: 2202.08862v3 · doi: 10.48550/arxiv.2202.08862 · pith_short_12: IWWQSRINBWE7 · pith_short_16: IWWQSRINBWE7ITMU · pith_short_8: IWWQSRIN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IWWQSRINBWE7ITMUTQM6AYWDST \
  | 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: 45ad09450d0d89f44d949c19e062c394dbc6b5b5a2617cb0957260f43e1006f2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "26be30d5d99c968ee1e02533db7c1a2d5e1d0c5af7da7e5bb1e45bd80d98aea5",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2022-02-17T19:07:29Z",
    "title_canon_sha256": "402a98252dedbbb66c84cb9f72a38745b71085cce70eb341adabc85366ee40af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.08862",
    "kind": "arxiv",
    "version": 3
  }
}