Pith Number

pith:N324HERG

pith:2025:N324HERGS7SQ4JS3N6IHHHAMTL

not attested not anchored not stored refs pending

Towards Building Private LLMs: Exploring Multi-Node Expert Parallelism on Apple Silicon for Mixture-of-Experts Large Language Model

Chia-Heng Tu, Chun Jason Xue, Mu-Chi Chen, Po-Hsuan Huang, Shih-Hao Hung, Xiangrui Ke

arxiv:2506.23635 v1 · 2025-06-30 · cs.DC · cs.AI · 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{N324HERGS7SQ4JS3N6IHHHAMTL}

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.

Receipt and verification

First computed	2026-07-05T11:29:25.447355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ef5c3922697e50e265b6f90739c0c9af31d4fb8146d329e79ed81dce2a2041c

Aliases

arxiv: 2506.23635 · arxiv_version: 2506.23635v1 · doi: 10.48550/arxiv.2506.23635 · pith_short_12: N324HERGS7SQ · pith_short_16: N324HERGS7SQ4JS3 · pith_short_8: N324HERG

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/N324HERGS7SQ4JS3N6IHHHAMTL \
  | 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: 6ef5c3922697e50e265b6f90739c0c9af31d4fb8146d329e79ed81dce2a2041c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff199b4a695fdc30cd243262a05e3c9690bf5f0b34ce72fc120eaca54f799982",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-06-30T09:04:25Z",
    "title_canon_sha256": "ffae74fb9505c2d28c3e6f263ff2a750d8aeef6a86188c22eb321b49a62ea675"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.23635",
    "kind": "arxiv",
    "version": 1
  }
}