Pith Number

pith:IUKM2XFY

pith:2023:IUKM2XFYVS3GFB3TOT5OULR3EI

not attested not anchored not stored refs pending

An Open-Source ML-Based Full-Stack Optimization Framework for Machine Learning Accelerators

Andrew B. Kahng, Hadi Esmaeilzadeh, Joon Kyung Kim, Rohan Mahapatra, Sachin Sapatnekar, Sayak Kundu, Sean Kinzer, Soroush Ghodrati, Susmita Dey Manasi, Zhiang Wang, Ziqing Zeng

arxiv:2308.12120 v1 · 2023-08-23 · cs.LG · cs.AR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IUKM2XFYVS3GFB3TOT5OULR3EI}

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	2026-07-05T06:43:59.836749Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4514cd5cb8acb662877374faea2e3b221440e9942b4cf012bc7d95195cf7fbfc

Aliases

arxiv: 2308.12120 · arxiv_version: 2308.12120v1 · doi: 10.48550/arxiv.2308.12120 · pith_short_12: IUKM2XFYVS3G · pith_short_16: IUKM2XFYVS3GFB3T · pith_short_8: IUKM2XFY

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/IUKM2XFYVS3GFB3TOT5OULR3EI \
  | 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: 4514cd5cb8acb662877374faea2e3b221440e9942b4cf012bc7d95195cf7fbfc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6b74bdcc5cd6d59cfe6703703099f118bde6ff830697a186121156c505a3b50",
    "cross_cats_sorted": [
      "cs.AR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-23T13:16:31Z",
    "title_canon_sha256": "ad2f80e22b89d9870e87a25650612fd86cbfa90cfbde947c897576fe908bf1ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.12120",
    "kind": "arxiv",
    "version": 1
  }
}