Pith Number

pith:BRSHMTG7

pith:2024:BRSHMTG7YT6GPACSIDBIQEHNLO

not attested not anchored not stored refs pending

Computational Bottlenecks of Training Small-scale Large Language Models

Fartash Faghri, Iman Mirzadeh, Keivan Alizadeh, Mehrdad Farajtabar, Mohammad Hossein Sekhavat, Moin Nabi, Saleh Ashkboos

arxiv:2410.19456 v2 · 2024-10-25 · 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{BRSHMTG7YT6GPACSIDBIQEHNLO}

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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

MagicVL-2B: Empowering Vision-Language Models on Mobile Devices with Lightweight Visual Encoders via Curriculum Learning

Receipt and verification

First computed	2026-07-05T09:42:31.524857Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c64764cdfc4fc67805240c28810ed5bbfec94476d6b706cce566e468e4eddab

Aliases

arxiv: 2410.19456 · arxiv_version: 2410.19456v2 · doi: 10.48550/arxiv.2410.19456 · pith_short_12: BRSHMTG7YT6G · pith_short_16: BRSHMTG7YT6GPACS · pith_short_8: BRSHMTG7

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/BRSHMTG7YT6GPACSIDBIQEHNLO \
  | 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: 0c64764cdfc4fc67805240c28810ed5bbfec94476d6b706cce566e468e4eddab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dfe47c30257ae4e193ceee01bd86cc538cd8ff906751a1a1f99990ebf230daed",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-25T10:30:21Z",
    "title_canon_sha256": "4f6e8766875d1050aadf1b7e7ba42e076c24d45789fe92cb3e6a1954baa3803c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.19456",
    "kind": "arxiv",
    "version": 2
  }
}