Pith Number

pith:GCBHM7SE

pith:2025:GCBHM7SENKLPUJVMXITKPIS2FH

not attested not anchored not stored refs pending

Communication-Efficient Distributed On-Device LLM Inference Over Wireless Networks

Hengtao He, Jun Zhang, Kai Zhang, Khaled B. Letaief, Shenghui Song

arxiv:2503.14882 v1 · 2025-03-19 · cs.DC · eess.SP

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\usepackage{pith}
\pithnumber{GCBHM7SENKLPUJVMXITKPIS2FH}

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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

2 papers in Pith

Explainable AI for Next-Generation Wireless Physical Layer: Basics, State-of-the-Art, and Open Challenges

Going Beyond the Edge: Distributed Inference of Transformer Models on Ultra-Low-Power Wireless Devices

Receipt and verification

First computed	2026-07-05T10:34:26.434430Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3082767e446a96fa26acba26a7a25a29e84afdf099f907be6e893c0a8a8450b1

Aliases

arxiv: 2503.14882 · arxiv_version: 2503.14882v1 · doi: 10.48550/arxiv.2503.14882 · pith_short_12: GCBHM7SENKLP · pith_short_16: GCBHM7SENKLPUJVM · pith_short_8: GCBHM7SE

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/GCBHM7SENKLPUJVMXITKPIS2FH \
  | 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: 3082767e446a96fa26acba26a7a25a29e84afdf099f907be6e893c0a8a8450b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e601f1dc270ed4598740acd89ec382cf4849eb5cdf473c7ee067e8593a220d07",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-03-19T04:21:27Z",
    "title_canon_sha256": "b3db71bd961612166fa1492b0425058b8ca5a39685c05e2760a524f2ef06689b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.14882",
    "kind": "arxiv",
    "version": 1
  }
}