Pith Number

pith:LYKLUWUF

pith:2024:LYKLUWUFF7EZ7WMJXSRYDDKKUM

not attested not anchored not stored refs pending

On-Device Language Models: A Comprehensive Review

Jiajun Xu, Qi Cai, Qun Wang, Wei Chen, Xin Gao, Zhiyuan Li, Ziyuan Ling

arxiv:2409.00088 v2 · 2024-08-26 · cs.CL

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\usepackage{pith}
\pithnumber{LYKLUWUFF7EZ7WMJXSRYDDKKUM}

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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

29 papers in Pith

The Impact of Security and Privacy Controls on Users' Emotional Engagement with Generative AI Chatbots

Forget to Improve: On-Device LLM-Agent Continual Learning via Budget-Curated Memory

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation

WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning

Energy-Efficient On-Device RAG on a Mobile NPU: System Design and Benchmark on Snapdragon X Elite

Receipt and verification

First computed	2026-07-05T09:07:02.749461Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e14ba5a852fc99fd989bca3818d4aa3155b58787f9b24d295801b8f09afdf61

Aliases

arxiv: 2409.00088 · arxiv_version: 2409.00088v2 · doi: 10.48550/arxiv.2409.00088 · pith_short_12: LYKLUWUFF7EZ · pith_short_16: LYKLUWUFF7EZ7WMJ · pith_short_8: LYKLUWUF

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/LYKLUWUFF7EZ7WMJXSRYDDKKUM \
  | 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: 5e14ba5a852fc99fd989bca3818d4aa3155b58787f9b24d295801b8f09afdf61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f995c47f37028270d8a30398024b633a5c6b7babc4189c5526b20609f6c52154",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-26T03:33:36Z",
    "title_canon_sha256": "13c66a3d6e5545ea806ae70724d8808acc91bacafd9bf7c31594f00afde64d81"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.00088",
    "kind": "arxiv",
    "version": 2
  }
}