Pith Number

pith:F7R4XJEP

pith:2025:F7R4XJEPTQ4AJYF7WJS2WF6O7P

not attested not anchored not stored refs pending

Distributed Learning and Inference Systems: A Networking Perspective

Arashmid Akhavain, Bill McCormick, Hesham G. Moussa, S. Maryam Hosseini

arxiv:2501.05323 v1 · 2025-01-09 · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F7R4XJEPTQ4AJYF7WJS2WF6O7P}

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	2026-07-05T11:12:24.187094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2fe3cba48f9c3804e0bfb265ab17cefbc89b403f815bc199f9708b806335661a

Aliases

arxiv: 2501.05323 · arxiv_version: 2501.05323v1 · doi: 10.48550/arxiv.2501.05323 · pith_short_12: F7R4XJEPTQ4A · pith_short_16: F7R4XJEPTQ4AJYF7 · pith_short_8: F7R4XJEP

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/F7R4XJEPTQ4AJYF7WJS2WF6O7P \
  | 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: 2fe3cba48f9c3804e0bfb265ab17cefbc89b403f815bc199f9708b806335661a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6faa601e89f762a191a8ce4dc4f0a4307ef19f9629d803fbe4a6ef9e7e92424e",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-09T15:48:29Z",
    "title_canon_sha256": "35032d0dc9a90338efe4131eb615cf40a17311efee433732ec54b1ca0295cb60"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.05323",
    "kind": "arxiv",
    "version": 1
  }
}