Pith Number

pith:24E54YLF

pith:2026:24E54YLFFTMB5FYFDOCBEMY63P

not attested not anchored not stored refs pending

WHERE to Generate Matters: Budget-Aware Synthetic Augmentation for Label Skewed Federated Learning

Jaewoo Lee, Sangwoo Lee, Sunghwan Park

arxiv:2607.06616 v1 · 2026-07-07 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{24E54YLFFTMB5FYFDOCBEMY63P}

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	2026-07-09T00:19:20.460467Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d709de61652cd81e97051b8412331edbd18a45f87a8291897b561648480a9a79

Aliases

arxiv: 2607.06616 · arxiv_version: 2607.06616v1 · doi: 10.48550/arxiv.2607.06616 · pith_short_12: 24E54YLFFTMB · pith_short_16: 24E54YLFFTMB5FYF · pith_short_8: 24E54YLF

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/24E54YLFFTMB5FYFDOCBEMY63P \
  | 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: d709de61652cd81e97051b8412331edbd18a45f87a8291897b561648480a9a79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7904ba13b61e1296313cafd2ae4997a6192e1287c8ac7edeff911d29d3400730",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-07T08:25:04Z",
    "title_canon_sha256": "715107239e73dc9e3a72e47ee2a9784bfa9a6b51f6dc88c5b9e14b19200ded96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.06616",
    "kind": "arxiv",
    "version": 1
  }
}