Pith Number

pith:ND7MQUX3

pith:2022:ND7MQUX3VMSYQ2A4F7YSH6NIW4

not attested not anchored not stored refs pending

Transfer Learning Framework for Low-Resource Text-to-Speech using a Large-Scale Unlabeled Speech Corpus

Byoung Jin Choi, Joun Yeop Lee, Minchan Kim, Myeonghun Jeong, Nam Soo Kim, Sunghwan Ahn

arxiv:2203.15447 v2 · 2022-03-29 · eess.AS · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ND7MQUX3VMSYQ2A4F7YSH6NIW4}

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	2026-07-05T05:03:50.664513Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68fec852fbab2588681c2ff123f9a8b72df0840d09755f0268075c5b1022ffa5

Aliases

arxiv: 2203.15447 · arxiv_version: 2203.15447v2 · doi: 10.48550/arxiv.2203.15447 · pith_short_12: ND7MQUX3VMSY · pith_short_16: ND7MQUX3VMSYQ2A4 · pith_short_8: ND7MQUX3

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/ND7MQUX3VMSYQ2A4F7YSH6NIW4 \
  | 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: 68fec852fbab2588681c2ff123f9a8b72df0840d09755f0268075c5b1022ffa5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3d7b041a180a0803caca008d899b32146acfb52cf052d22a3e39dec3718628b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2022-03-29T11:26:56Z",
    "title_canon_sha256": "cc9d466ff04ef1198d5669999a92ad8e047edcff2bae463ba9af8d3599c15c7c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.15447",
    "kind": "arxiv",
    "version": 2
  }
}