Pith Number

pith:AHFIDTP5

pith:2025:AHFIDTP5DSTFPHMUYIIU2AJPCL

not attested not anchored not stored refs pending

Communication-Aware Knowledge Distillation for Federated LLM Fine-Tuning over Wireless Networks

Na Yan, Toktam Mahmoodi, Xinlu Zhang, Yang Su, Yansha Deng

arxiv:2509.01750 v2 · 2025-09-01 · 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{AHFIDTP5DSTFPHMUYIIU2AJPCL}

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	2026-06-23T03:13:47.184987Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01ca81cdfd1ca6579d94c2114d012f12d06e23eab4f20fbd2bf9d31122ac1b5b

Aliases

arxiv: 2509.01750 · arxiv_version: 2509.01750v2 · doi: 10.48550/arxiv.2509.01750 · pith_short_12: AHFIDTP5DSTF · pith_short_16: AHFIDTP5DSTFPHMU · pith_short_8: AHFIDTP5

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/AHFIDTP5DSTFPHMUYIIU2AJPCL \
  | 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: 01ca81cdfd1ca6579d94c2114d012f12d06e23eab4f20fbd2bf9d31122ac1b5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89618c07f9d453db2a81fa0633be9d86c37e6f35cb4460be887cd1141d6f0521",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-01T20:10:01Z",
    "title_canon_sha256": "ec586608316fa490d5e7a94f420a2256632a59473aa764dda13e1117c817be62"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.01750",
    "kind": "arxiv",
    "version": 2
  }
}