Pith Number

pith:PUSZ6ZQK

pith:2021:PUSZ6ZQKIMG3EVWAIV7FVBIEGO

not attested not anchored not stored refs pending

Mitigating Edge Machine Learning Inference Bottlenecks: An Empirical Study on Accelerating Google Edge Models

Amirali Boroumand, Berkin Akin, Eric Shiu, Geraldo F. Oliveira, Onur Mutlu, Ravi Narayanaswami, Saugata Ghose, Xiaoyu Ma

arxiv:2103.00768 v1 · 2021-03-01 · cs.AR · 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{PUSZ6ZQKIMG3EVWAIV7FVBIEGO}

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.

Cited by

1 paper in Pith

Clutch: High Performance Vector-Scalar Comparison using DRAM via Chunked Temporal Coding

Receipt and verification

First computed	2026-07-05T02:19:09.237950Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d259f660a430db256c0457e5a850433975d3b6cfd2a985bfe90d263d60a0497

Aliases

arxiv: 2103.00768 · arxiv_version: 2103.00768v1 · doi: 10.48550/arxiv.2103.00768 · pith_short_12: PUSZ6ZQKIMG3 · pith_short_16: PUSZ6ZQKIMG3EVWA · pith_short_8: PUSZ6ZQK

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/PUSZ6ZQKIMG3EVWAIV7FVBIEGO \
  | 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: 7d259f660a430db256c0457e5a850433975d3b6cfd2a985bfe90d263d60a0497

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42f7da80fc0b8edd383c88b1df5a90c51273648f65410907756acfd4ac39bce6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2021-03-01T05:49:32Z",
    "title_canon_sha256": "a8169a5c3ac2e5059992bbb372bea331820881b783eaf00f4cf1e1782b51693c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.00768",
    "kind": "arxiv",
    "version": 1
  }
}