Pith Number

pith:2V2QVJHU

pith:2021:2V2QVJHUQF4XBXGKC43O7YOALM

not attested not anchored not stored refs pending

Federated Learning with Dynamic Transformer for Text to Speech

Chendong Zhao, Jianzong Wang, Jie Liu, Jing Xiao, Xiaoyang Qu, Zhenhou Hong

arxiv:2107.08795 v1 · 2021-07-09 · 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{2V2QVJHUQF4XBXGKC43O7YOALM}

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	2026-07-05T02:58:53.162195Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5750aa4f4817970dcca1736efe1c05b2618bee49e3235aefd779cc0369410f2

Aliases

arxiv: 2107.08795 · arxiv_version: 2107.08795v1 · doi: 10.48550/arxiv.2107.08795 · pith_short_12: 2V2QVJHUQF4X · pith_short_16: 2V2QVJHUQF4XBXGK · pith_short_8: 2V2QVJHU

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/2V2QVJHUQF4XBXGKC43O7YOALM \
  | 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: d5750aa4f4817970dcca1736efe1c05b2618bee49e3235aefd779cc0369410f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d21e2dccb6873d94b64cf49ea2ba019a499dc7171729e4890cb7b0f2f6e74f35",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-09T03:34:18Z",
    "title_canon_sha256": "65b6611b69d00b093af8caef2205e98708b774086986d59f29f03c42a12f3965"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.08795",
    "kind": "arxiv",
    "version": 1
  }
}