Pith Number

pith:JCHGLE46

pith:2025:JCHGLE46KUTOVONC7J6EFQOQK3

not attested not anchored not stored refs pending

DistZO2: High-Throughput and Memory-Efficient Zeroth-Order Fine-tuning LLMs with Distributed Parallel Computing

Di Wang, Huanyi Xie, Liangyu Wang

arxiv:2507.03211 v1 · 2025-07-03 · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JCHGLE46KUTOVONC7J6EFQOQK3}

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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.

Cited by

1 paper in Pith

Algorithmic Recourse of In-Context Learning for Tabular Data

Receipt and verification

First computed	2026-07-05T11:31:54.817248Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

488e65939e5526eab9a2fa7c42c1d056d9ad8f84598cbd31783972cebe39707b

Aliases

arxiv: 2507.03211 · arxiv_version: 2507.03211v1 · doi: 10.48550/arxiv.2507.03211 · pith_short_12: JCHGLE46KUTO · pith_short_16: JCHGLE46KUTOVONC · pith_short_8: JCHGLE46

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/JCHGLE46KUTOVONC7J6EFQOQK3 \
  | 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: 488e65939e5526eab9a2fa7c42c1d056d9ad8f84598cbd31783972cebe39707b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c33e099df263280c143fc3ae742b08c2f047cba8bccbe2aeba272c5010646450",
    "cross_cats_sorted": [
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-03T22:53:34Z",
    "title_canon_sha256": "4d9eb3c5ee2052605ab34178d9b8ce1a0e5188e1bb75b6546a1ceb2785c56b70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.03211",
    "kind": "arxiv",
    "version": 1
  }
}