Pith Number

pith:MS7E3OHZ

pith:2024:MS7E3OHZPYZDSHKXIV6CSPELTB

not attested not anchored not stored refs pending

A Review on Edge Large Language Models: Design, Execution, and Applications

Bin Qian, Jiming Chen, Xiufang Shi, Yuanchao Shu, Yue Zheng, Yuhao Chen

arxiv:2410.11845 v2 · 2024-09-29 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MS7E3OHZPYZDSHKXIV6CSPELTB}

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

2 papers in Pith

Multi-Bitwidth Quantization for LLMs Using Additive Codebooks

DynamicPTQ: Mitigating Activation Quantization Collapse via Residual-Stream Dynamics

Receipt and verification

First computed	2026-07-05T10:18:43.389259Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64be4db8f97e32391d57457c293c8b9878cc2cb09f2361b0075111a47edade07

Aliases

arxiv: 2410.11845 · arxiv_version: 2410.11845v2 · doi: 10.48550/arxiv.2410.11845 · pith_short_12: MS7E3OHZPYZD · pith_short_16: MS7E3OHZPYZDSHKX · pith_short_8: MS7E3OHZ

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/MS7E3OHZPYZDSHKXIV6CSPELTB \
  | 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: 64be4db8f97e32391d57457c293c8b9878cc2cb09f2361b0075111a47edade07

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8cb77d1df2fc6743e8f9623f9407835aa2388f73bb8b81226d9d9db3ea662949",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-09-29T08:29:11Z",
    "title_canon_sha256": "15369df63a9b9b4d09f63e821b3af9d4ba9f2c023783143a82d44ff9b48aaafa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11845",
    "kind": "arxiv",
    "version": 2
  }
}