Pith Number

pith:KMN4DR2M

pith:2025:KMN4DR2MXVQKR26RQOWCVTZEZJ

not attested not anchored not stored refs pending

MNN-LLM: A Generic Inference Engine for Fast Large Language Model Deployment on Mobile Devices

Chengfei Lv, Jingbang Yang, Shengyu Zhang, Shiwen Xing, Xiaotang Jiang, Xinyu Qian, Zhaode Wang

arxiv:2506.10443 v1 · 2025-06-12 · cs.LG

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\usepackage{pith}
\pithnumber{KMN4DR2MXVQKR26RQOWCVTZEZJ}

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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

2 papers in Pith

EdgeFM: Efficient Edge Inference for Vision-Language Models

Receipt and verification

First computed	2026-07-05T11:20:23.776978Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

531bc1c74cbd60a8ebd183ac2acf24ca44a7536b9f9a17463ccc7e7a4c9046f2

Aliases

arxiv: 2506.10443 · arxiv_version: 2506.10443v1 · doi: 10.48550/arxiv.2506.10443 · pith_short_12: KMN4DR2MXVQK · pith_short_16: KMN4DR2MXVQKR26R · pith_short_8: KMN4DR2M

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/KMN4DR2MXVQKR26RQOWCVTZEZJ \
  | 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: 531bc1c74cbd60a8ebd183ac2acf24ca44a7536b9f9a17463ccc7e7a4c9046f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50d821b3bd7812d105461980fa5a7f5fef660def92106f6df02a165d2e93cc58",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-12T07:45:29Z",
    "title_canon_sha256": "207c4f2726161e95adec13323ad35747ba59c59a7e0094602c8adde0c0991064"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.10443",
    "kind": "arxiv",
    "version": 1
  }
}