Pith Number

pith:266TUJLK

pith:2025:266TUJLKM5U2L74CHMNDYCHAQI

not attested not anchored not stored refs pending

Optimization Strategies for Enhancing Resource Efficiency in Transformers & Large Language Models

Beatrice Ombuki-Berman, Naser Ezzati-Jivan, Tom Wallace

arxiv:2502.00046 v1 · 2025-01-16 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{266TUJLKM5U2L74CHMNDYCHAQI}

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	2026-07-05T10:08:02.155942Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d7bd3a256a6769a5ff823b1a3c08e082032a2bbc218eae1dd96e81b5c94a8eb8

Aliases

arxiv: 2502.00046 · arxiv_version: 2502.00046v1 · doi: 10.48550/arxiv.2502.00046 · pith_short_12: 266TUJLKM5U2 · pith_short_16: 266TUJLKM5U2L74C · pith_short_8: 266TUJLK

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/266TUJLKM5U2L74CHMNDYCHAQI \
  | 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: d7bd3a256a6769a5ff823b1a3c08e082032a2bbc218eae1dd96e81b5c94a8eb8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af83368e18e1430aea33f508d3d5e9a139a0d515df18f14e73234447dc16a9de",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-16T08:54:44Z",
    "title_canon_sha256": "a54f47795b03e89731cfc5b502824192aad7c7cf9340b795636c8e2524773b7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00046",
    "kind": "arxiv",
    "version": 1
  }
}