Pith Number

pith:AAK2G5I6

pith:2024:AAK2G5I6V6F6O6WUKHA5KMRSFE

not attested not anchored not stored refs pending

Frenzy: A Memory-Aware Serverless LLM Training System for Heterogeneous GPU Clusters

Dong Li, Sheng Xiao, Shuibing He, Siling Yang, Zhe Pan, Zihan Chang

arxiv:2412.14479 v1 · 2024-12-19 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AAK2G5I6V6F6O6WUKHA5KMRSFE}

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	2026-07-05T09:51:48.016131Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0015a3751eaf8be77ad451c1d53232290387f89826e8ffc22386ca7bb6f34470

Aliases

arxiv: 2412.14479 · arxiv_version: 2412.14479v1 · doi: 10.48550/arxiv.2412.14479 · pith_short_12: AAK2G5I6V6F6 · pith_short_16: AAK2G5I6V6F6O6WU · pith_short_8: AAK2G5I6

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/AAK2G5I6V6F6O6WUKHA5KMRSFE \
  | 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: 0015a3751eaf8be77ad451c1d53232290387f89826e8ffc22386ca7bb6f34470

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a72ce4d1b31ad1e56f7040da05083c1940b20d0e51a3caa961faf20d0d96901d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-12-19T03:03:06Z",
    "title_canon_sha256": "da0a7bf5cfe8d806bd09702f3635f2f56df3e17c243b4ceb843d614792f26afa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14479",
    "kind": "arxiv",
    "version": 1
  }
}