Pith Number

pith:XTIVYXQM

pith:2024:XTIVYXQMUPXIX4JG3RBQ77S4B3

not attested not anchored not stored refs pending

Save It All: Enabling Full Parameter Tuning for Federated Large Language Models via Cycle Block Gradient Descent

Lin Wang, Xiaoying Tang, Zhichao Wang

arxiv:2406.11187 v2 · 2024-06-17 · 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{XTIVYXQMUPXIX4JG3RBQ77S4B3}

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	2026-07-05T08:46:08.256611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bcd15c5e0ca3ee8bf126dc430ffe5c0ed9bc025348929e5e55f1bdf51b0c605a

Aliases

arxiv: 2406.11187 · arxiv_version: 2406.11187v2 · doi: 10.48550/arxiv.2406.11187 · pith_short_12: XTIVYXQMUPXI · pith_short_16: XTIVYXQMUPXIX4JG · pith_short_8: XTIVYXQM

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/XTIVYXQMUPXIX4JG3RBQ77S4B3 \
  | 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: bcd15c5e0ca3ee8bf126dc430ffe5c0ed9bc025348929e5e55f1bdf51b0c605a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dfac422077c3bea1c1bed0f65001988eba2c040358759c85539ca7ed34f77d3c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-17T03:49:44Z",
    "title_canon_sha256": "44d42c200786fdf020d4f2f07eb9bc55c22565513b4e8745bb1c50f64b6356f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.11187",
    "kind": "arxiv",
    "version": 2
  }
}