Pith Number

pith:OL6ZDDFS

pith:2022:OL6ZDDFSHQBLPTS3PCWQTC4L4K

not attested not anchored not stored refs pending

SMLT: A Serverless Framework for Scalable and Adaptive Machine Learning Design and Training

Ahsan Ali, Feng Yan, Istemi Ekin Akkus, Paarijaat Aditya, Ruichuan Chen, Syed Zawad

arxiv:2205.01853 v1 · 2022-05-04 · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OL6ZDDFSHQBLPTS3PCWQTC4L4K}

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	2026-07-05T04:20:22.925796Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

72fd918cb23c02b7ce5b78ad098b8be29e98a6c5c827b59da60c4459caecf1b0

Aliases

arxiv: 2205.01853 · arxiv_version: 2205.01853v1 · doi: 10.48550/arxiv.2205.01853 · pith_short_12: OL6ZDDFSHQBL · pith_short_16: OL6ZDDFSHQBLPTS3 · pith_short_8: OL6ZDDFS

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/OL6ZDDFSHQBLPTS3PCWQTC4L4K \
  | 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: 72fd918cb23c02b7ce5b78ad098b8be29e98a6c5c827b59da60c4459caecf1b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fed6ae338e9d3da2dc8ceeea0276d3a13381a2356ad83dbe6f4fbf561f469bde",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2022-05-04T02:11:26Z",
    "title_canon_sha256": "6ddbc798fec74d6c88eed8a618045dae82c80f11d99b14479be8d3b8bfb80ead"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.01853",
    "kind": "arxiv",
    "version": 1
  }
}