Pith Number

pith:FDP6DMP5

pith:2024:FDP6DMP5USXKHSAH3V2LGKESE3

not attested not anchored not stored refs pending

Beyond Efficiency: Scaling AI Sustainably

Bilge Acun, Carole-Jean Wu, Kim Hazelwood, Ramya Raghavendra

arxiv:2406.05303 v2 · 2024-06-08 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FDP6DMP5USXKHSAH3V2LGKESE3}

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

How Green Can AI Be? A Study of Trends in Machine Learning Environmental Impacts

Receipt and verification

First computed	2026-07-05T08:35:20.366256Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28dfe1b1fda4aea3c807dd74b3289226e5fa73fead8df4bf2e8706719e932e04

Aliases

arxiv: 2406.05303 · arxiv_version: 2406.05303v2 · doi: 10.48550/arxiv.2406.05303 · pith_short_12: FDP6DMP5USXK · pith_short_16: FDP6DMP5USXKHSAH · pith_short_8: FDP6DMP5

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/FDP6DMP5USXKHSAH3V2LGKESE3 \
  | 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: 28dfe1b1fda4aea3c807dd74b3289226e5fa73fead8df4bf2e8706719e932e04

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "923c13322e8a87bd271874794c8f03df518add3fb06b4c1dcf568989b1c23c38",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-08T00:07:16Z",
    "title_canon_sha256": "da6b4041817fa3592957d3dcc4d418babd938e5d7e911635b95e2ffc5d17c178"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05303",
    "kind": "arxiv",
    "version": 2
  }
}