Pith Number

pith:ESF7GNMR

pith:2024:ESF7GNMRLKBX55VG5ZCB5DISFO

not attested not anchored not stored refs pending

SplitLLM: Collaborative Inference of LLMs for Model Placement and Throughput Optimization

Akrit Mudvari, Leandros Tassiulas, Yuang Jiang

arxiv:2410.10759 v2 · 2024-10-14 · cs.DC · cs.LG · cs.NI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ESF7GNMRLKBX55VG5ZCB5DISFO}

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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

4 papers in Pith

Enabling Cloud-Level Accuracy in Edge AI through IoT Data Preprocessing

Green-LLM: Optimal Workload Allocation for Environmentally-Aware Distributed Inference

WISP: Waste- and Interference-Suppressed Distributed Speculative LLM Serving at the Edge via Dynamic Drafting and SLO-Aware Batching

Network Edge Inference for Large Language Models: Principles, Techniques, and Opportunities

Receipt and verification

First computed	2026-07-05T09:21:28.879023Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

248bf335915a837ef6a6ee441e8d122bb3f57f1b2b38be0263c91fde71fcd57a

Aliases

arxiv: 2410.10759 · arxiv_version: 2410.10759v2 · doi: 10.48550/arxiv.2410.10759 · pith_short_12: ESF7GNMRLKBX · pith_short_16: ESF7GNMRLKBX55VG · pith_short_8: ESF7GNMR

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/ESF7GNMRLKBX55VG5ZCB5DISFO \
  | 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: 248bf335915a837ef6a6ee441e8d122bb3f57f1b2b38be0263c91fde71fcd57a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df736349a5cd8ffe04b50eee1c9a4b29cc2a55839a5db8bf3d0ab50a18e89f34",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-10-14T17:38:41Z",
    "title_canon_sha256": "03e83c19ce532f901ec8e08d98c5ac7ac026e4e64e253f429231d4ff34428792"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.10759",
    "kind": "arxiv",
    "version": 2
  }
}