Pith Number

pith:2YCCGMFA

pith:2026:2YCCGMFATOWEQSTO3WGTZL76OW

not attested not anchored not stored refs pending

Heterogeneity-Aware Dataset Scheduling for Efficient Audio Large Language Model Training

Chongxin Gan, Jianning Wang, Yang Li, Yanru Wu

arxiv:2605.19101 v1 · 2026-05-18 · cs.SD · 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{2YCCGMFATOWEQSTO3WGTZL76OW}

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	2026-05-20T01:05:27.185203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6042330a09bac484a6edd8d3caffe75b1ed852529c5405ec73bde6fc858a950

Aliases

arxiv: 2605.19101 · arxiv_version: 2605.19101v1 · doi: 10.48550/arxiv.2605.19101 · pith_short_12: 2YCCGMFATOWE · pith_short_16: 2YCCGMFATOWEQSTO · pith_short_8: 2YCCGMFA

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/2YCCGMFATOWEQSTO3WGTZL76OW \
  | 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: d6042330a09bac484a6edd8d3caffe75b1ed852529c5405ec73bde6fc858a950

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79d9153a9b0e8b5f00aefc628daf6f29878fe2746437d5d79f14336c38035998",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2026-05-18T20:41:08Z",
    "title_canon_sha256": "d2f2e869dc92de286a551168ed387533eb25a8faf9779ce8384f5eaa6413fea8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.19101",
    "kind": "arxiv",
    "version": 1
  }
}