Pith Number

pith:ODXD7XOH

pith:2024:ODXD7XOHSEAPS4PMZK56IP2XTN

not attested not anchored not stored refs pending

Adaptive Layer Splitting for Wireless LLM Inference in Edge Computing: A Model-Based Reinforcement Learning Approach

Honggang Zhang, Rongpeng Li, Xiaoxue Yu, Yuxuan Chen, Zhifeng Zhao

arxiv:2406.02616 v5 · 2024-06-03 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ODXD7XOHSEAPS4PMZK56IP2XTN}

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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

3 papers in Pith

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

What Does the Server See? Understanding Privacy Leakage from Large Language Models in Split Inference

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

Receipt and verification

First computed	2026-07-05T09:05:36.446459Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70ee3fddc79100f971eccabbe43f579b71cb797a8165b76da4a22f9304ebc3cb

Aliases

arxiv: 2406.02616 · arxiv_version: 2406.02616v5 · doi: 10.48550/arxiv.2406.02616 · pith_short_12: ODXD7XOHSEAP · pith_short_16: ODXD7XOHSEAPS4PM · pith_short_8: ODXD7XOH

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/ODXD7XOHSEAPS4PMZK56IP2XTN \
  | 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: 70ee3fddc79100f971eccabbe43f579b71cb797a8165b76da4a22f9304ebc3cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf3950481bf2fbf8bb97b3f3618e18f9c5cf5f2824d3ec4c3cf1ea7759efb8e4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-03T09:41:42Z",
    "title_canon_sha256": "4329601be7f4525c410f833f1bcc01237525d557432f46cb18038810aef3278c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.02616",
    "kind": "arxiv",
    "version": 5
  }
}