Pith Number

pith:KJ7NAUBD

pith:2023:KJ7NAUBDLIADDEA6SLY57XGJNO

not attested not anchored not stored refs pending

A Survey of Techniques for Optimizing Transformer Inference

Arun K. Somani, Krishna Teja Chitty-Venkata, Murali Emani, Sparsh Mittal, Venkatram Vishwanath

arxiv:2307.07982 v1 · 2023-07-16 · cs.LG · cs.AR · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KJ7NAUBDLIADDEA6SLY57XGJNO}

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	2026-07-05T06:31:18.558360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

527ed050235a0031901e92f1dfdcc96bb0614e887f28bedd6ac31d921e333818

Aliases

arxiv: 2307.07982 · arxiv_version: 2307.07982v1 · doi: 10.48550/arxiv.2307.07982 · pith_short_12: KJ7NAUBDLIAD · pith_short_16: KJ7NAUBDLIADDEA6 · pith_short_8: KJ7NAUBD

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/KJ7NAUBDLIADDEA6SLY57XGJNO \
  | 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: 527ed050235a0031901e92f1dfdcc96bb0614e887f28bedd6ac31d921e333818

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2562c084ca362aa63dd1c9a405d77f7edf74f0e188ade23c4683099eda6c7240",
    "cross_cats_sorted": [
      "cs.AR",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-16T08:50:50Z",
    "title_canon_sha256": "4a492c91fa52b30dcc8d906bd65712bb12fc75b1dc052174b2d6050ce81562b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.07982",
    "kind": "arxiv",
    "version": 1
  }
}