Pith Number

pith:TLQKIUVS

pith:2026:TLQKIUVSAQQJPV2TVGNJFQWRRH

not attested not anchored not stored refs pending

Beyond What to Select: A Plug-and-play Oscillatory Data-Volume Scheduling for Efficient Model Training

Fangjian Su, Furao Shen, Guang Li, Hai Gan, Hanqi Zhu, Soujanya Poria, Suorong Yang

arxiv:2605.14773 v1 · 2026-05-14 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TLQKIUVSAQQJPV2TVGNJFQWRRH}

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	2026-05-17T23:38:58.633732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ae0a452b2042097d753a99a92c2d189dc9e916be4a7f551ac43b7dd8f06f186

Aliases

arxiv: 2605.14773 · arxiv_version: 2605.14773v1 · doi: 10.48550/arxiv.2605.14773 · pith_short_12: TLQKIUVSAQQJ · pith_short_16: TLQKIUVSAQQJPV2T · pith_short_8: TLQKIUVS

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/TLQKIUVSAQQJPV2TVGNJFQWRRH \
  | 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: 9ae0a452b2042097d753a99a92c2d189dc9e916be4a7f551ac43b7dd8f06f186

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e450a83e0bcc7cbce535122cc3153948e2a72a99c21849e3cd4c97b84df2c7cb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-14T12:37:11Z",
    "title_canon_sha256": "210acbdf7df5cd3cbc12b248d54dbec552672d3afad7afd5259b88426ab6b8bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.14773",
    "kind": "arxiv",
    "version": 1
  }
}