Pith Number

pith:UOFKIA7N

pith:2023:UOFKIA7NPNNNQXBLA3AWGFPMYN

not attested not anchored not stored refs pending

LinguaLinked: A Distributed Large Language Model Inference System for Mobile Devices

Ian G. Harris, Junchen Zhao, Sangeetha Abdu Jyothi, Simeng Liu, Yurun Song

arxiv:2312.00388 v1 · 2023-12-01 · cs.LG · cs.DC · cs.NI

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\usepackage{pith}
\pithnumber{UOFKIA7NPNNNQXBLA3AWGFPMYN}

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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

Image Prompt Reconstruction Attacks on Distributed MLLM Inference Frameworks

Receipt and verification

First computed	2026-07-05T07:19:08.637942Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a38aa403ed7b5ad85c2b06c16315ecc35d47543dce3da9fc446ab73294ac6acb

Aliases

arxiv: 2312.00388 · arxiv_version: 2312.00388v1 · doi: 10.48550/arxiv.2312.00388 · pith_short_12: UOFKIA7NPNNN · pith_short_16: UOFKIA7NPNNNQXBL · pith_short_8: UOFKIA7N

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/UOFKIA7NPNNNQXBLA3AWGFPMYN \
  | 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: a38aa403ed7b5ad85c2b06c16315ecc35d47543dce3da9fc446ab73294ac6acb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef078a505f47d84ba37ba049a51a5fdfe11349faa41c79111beb2aa7bcc72023",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-01T07:19:42Z",
    "title_canon_sha256": "40a0cc7c6b80d022b5bd4d67ce9bce5f871853c19dd49d526110dd99a8c518c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.00388",
    "kind": "arxiv",
    "version": 1
  }
}