Pith Number

pith:V6C3KYH5

pith:2024:V6C3KYH5R2DHY4AIX2NXLIPOCJ

not attested not anchored not stored refs pending

Federated Knowledge Transfer Fine-tuning Large Server Model with Resource-Constrained IoT Clients

Ahmed M. Abdelmoniem, Linlin You, Rui Liu, Shaoyuan Chen, Shuo Yu

arxiv:2407.05268 v1 · 2024-07-07 · 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{V6C3KYH5R2DHY4AIX2NXLIPOCJ}

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	2026-07-05T08:41:10.532167Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af85b560fd8e867c7008be9b75a1ee126dfc0e8af6b4f26d139328f5b3e2fde1

Aliases

arxiv: 2407.05268 · arxiv_version: 2407.05268v1 · doi: 10.48550/arxiv.2407.05268 · pith_short_12: V6C3KYH5R2DH · pith_short_16: V6C3KYH5R2DHY4AI · pith_short_8: V6C3KYH5

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/V6C3KYH5R2DHY4AIX2NXLIPOCJ \
  | 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: af85b560fd8e867c7008be9b75a1ee126dfc0e8af6b4f26d139328f5b3e2fde1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd97296abf5aa03700b2c36ec48e70c9b99385ffba76ef20a3dd8aa811daa23d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-07T05:46:01Z",
    "title_canon_sha256": "ff964beee718c6e2a4547573c0d8b5859a8f89ef4e9e7864e867b53234e6b51b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.05268",
    "kind": "arxiv",
    "version": 1
  }
}