Pith Number

pith:LBUE4MEL

pith:2025:LBUE4MELYE7Y24VSAK6TVVRRFX

not attested not anchored not stored refs pending

Edge-First Language Model Inference: Models, Metrics, and Tradeoffs

Roberto Morabito, SiYoung Jang

arxiv:2505.16508 v2 · 2025-05-22 · cs.DC · cs.AI · cs.NI · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LBUE4MELYE7Y24VSAK6TVVRRFX}

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

BaseRT: Best-in-Class LLM Inference on Apple Silicon via Native Metal

AI-Enabled Covert Channel Detection in RF Receiver Architectures

Receipt and verification

First computed	2026-07-05T11:11:45.989993Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58684e308bc13f8d72b202bd3ad6312dfc0e7837d6c32acb9091c826abbdf23c

Aliases

arxiv: 2505.16508 · arxiv_version: 2505.16508v2 · doi: 10.48550/arxiv.2505.16508 · pith_short_12: LBUE4MELYE7Y · pith_short_16: LBUE4MELYE7Y24VS · pith_short_8: LBUE4MEL

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/LBUE4MELYE7Y24VSAK6TVVRRFX \
  | 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: 58684e308bc13f8d72b202bd3ad6312dfc0e7837d6c32acb9091c826abbdf23c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fd3d8c30c953e6612b0ea7de447856974c44ffcdf98e5cdb580805535e3ce33",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NI",
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-05-22T10:43:00Z",
    "title_canon_sha256": "3b43ba0b484ff148801332318b6e419a0f412c633f1acfb212d4feb760c067c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16508",
    "kind": "arxiv",
    "version": 2
  }
}