Pith Number

pith:RH3PSHE2

pith:2024:RH3PSHE2DTBKDXUKINAJLM4ACT

not attested not anchored not stored refs pending

Empirical Guidelines for Deploying LLMs onto Resource-constrained Edge Devices

Ahmed Abbasi, Amir Nassereldine, Chenhui Xu, Dancheng Liu, Jiajie Li, Jinjun Xiong, Meng Jiang, Ruiyang Qin, Yiyu Shi, Zhaoxuan Tan, Zhenge Jia, Zheyu Yan

arxiv:2406.03777 v3 · 2024-06-06 · 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{RH3PSHE2DTBKDXUKINAJLM4ACT}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Harnessing the Potential of Large Language Models in Modern Marketing Management: Applications, Future Directions, and Strategic Recommendations

Receipt and verification

First computed	2026-07-05T09:14:33.990581Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89f6f91c9a1cc2a1de8a434095b38014dc485381a7a22b7682cfda9b4cf6e81d

Aliases

arxiv: 2406.03777 · arxiv_version: 2406.03777v3 · doi: 10.48550/arxiv.2406.03777 · pith_short_12: RH3PSHE2DTBK · pith_short_16: RH3PSHE2DTBKDXUK · pith_short_8: RH3PSHE2

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/RH3PSHE2DTBKDXUKINAJLM4ACT \
  | 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: 89f6f91c9a1cc2a1de8a434095b38014dc485381a7a22b7682cfda9b4cf6e81d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f9d654ea35bb53683d591b5920d1aa3f5668acd16c2c4e1ce590c891634761c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-06T06:41:53Z",
    "title_canon_sha256": "be3430a5501e02369dc03315553a39a1e10268a333e1253f8a2d1b825f8a255e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.03777",
    "kind": "arxiv",
    "version": 3
  }
}