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Pith Number

pith:NUGXK6Y4

pith:2024:NUGXK6Y4YSCE545ILLRI6N2ZGR
not attested not anchored not stored refs pending

Scaling FP8 training to trillion-token LLMs

Brian Chmiel, Daniel Soudry, Maxim Fishman, Ron Banner

arxiv:2409.12517 v2 · 2024-09-19 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{NUGXK6Y4YSCE545ILLRI6N2ZGR}

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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

8 papers in Pith

Achieving Cloud-Grade SLOs for Local Mixture-of-Experts Inference through CPU-GPU Hybrid Design
From Detection to Recovery: Operational Analysis on LLM Pre-training with 504 GPUs
Expand More, Shrink Less: Shaping Effective-Rank Dynamics for Dense Scaling in Recommendation
NVILA: Efficient Frontier Visual Language Models
Why Low-Precision Transformer Training Fails: An Analysis on Flash Attention
Receipt and verification
First computed 2026-07-05T10:11:24.426732Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6d0d757b1cc4844ef3a85ae28f37593443d6dfa2b6d9217075eb06fc2e7b7c31

Aliases

arxiv: 2409.12517 · arxiv_version: 2409.12517v2 · doi: 10.48550/arxiv.2409.12517 · pith_short_12: NUGXK6Y4YSCE · pith_short_16: NUGXK6Y4YSCE545I · pith_short_8: NUGXK6Y4
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/NUGXK6Y4YSCE545ILLRI6N2ZGR \
  | 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: 6d0d757b1cc4844ef3a85ae28f37593443d6dfa2b6d9217075eb06fc2e7b7c31
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "9d934df82c6b51ac1b5c36f22290ff649864a57d70fa5ced999bb575b0be72aa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-19T07:15:58Z",
    "title_canon_sha256": "9a1a7ec3f7c6beb04465ea9b3a27caf24513566228e1ed75f298132dd59f7611"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12517",
    "kind": "arxiv",
    "version": 2
  }
}