Pith Number

pith:3ZIVZHX2

pith:2022:3ZIVZHX26K3ZGGJ6JAZQAFVLR3

not attested not anchored not stored refs pending

KAIROS: Building Cost-Efficient Machine Learning Inference Systems with Heterogeneous Cloud Resources

Baolin Li, Devesh Tiwari, Siddharth Samsi, Vijay Gadepally

arxiv:2210.05889 v3 · 2022-10-12 · 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{3ZIVZHX26K3ZGGJ6JAZQAFVLR3}

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	2026-07-05T06:06:28.930364Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de515c9efaf2b793193e48330016ab8ed26e71744d9dcb52099409e539054b99

Aliases

arxiv: 2210.05889 · arxiv_version: 2210.05889v3 · doi: 10.48550/arxiv.2210.05889 · pith_short_12: 3ZIVZHX26K3Z · pith_short_16: 3ZIVZHX26K3ZGGJ6 · pith_short_8: 3ZIVZHX2

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/3ZIVZHX26K3ZGGJ6JAZQAFVLR3 \
  | 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: de515c9efaf2b793193e48330016ab8ed26e71744d9dcb52099409e539054b99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb7265b83e66bcb2736078fbe89dc48fff4f230ad58d67ba6071d2aabd33c285",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2022-10-12T03:06:51Z",
    "title_canon_sha256": "4e5803ef68fa1dd92b7b04d7e26d30f1905b77a36b3e561ef4903882f33d3b8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05889",
    "kind": "arxiv",
    "version": 3
  }
}