Pith Number

pith:I5E5PQ66

pith:2025:I5E5PQ66SW7RIJDMUFUJNP2H6R

not attested not anchored not stored refs pending

Recipes for Pre-training LLMs with MXFP8

Asit Mishra, Dusan Stosic, Paulius Micikevicius, Simon Layton

arxiv:2506.08027 v2 · 2025-05-30 · cs.LG · cs.AI · 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{I5E5PQ66SW7RIJDMUFUJNP2H6R}

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

4 papers in Pith

Stochastic Rounding Increases Small Singular Values

OSP-Next: Efficient High-Quality Video Generation with Sparse Sequence Parallelism, HiF8 Quantization, and Reinforcement Learning

Four Over Six: More Accurate NVFP4 Quantization with Adaptive Block Scaling

StoSignSGD: Unbiased Structural Stochasticity Fixes SignSGD for Training Large Language Models

Receipt and verification

First computed	2026-07-05T11:55:40.668611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4749d7c3de95bf14246ca16896bf47f4583c39990d8db0ffa45510093ec80e1c

Aliases

arxiv: 2506.08027 · arxiv_version: 2506.08027v2 · doi: 10.48550/arxiv.2506.08027 · pith_short_12: I5E5PQ66SW7R · pith_short_16: I5E5PQ66SW7RIJDM · pith_short_8: I5E5PQ66

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/I5E5PQ66SW7RIJDMUFUJNP2H6R \
  | 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: 4749d7c3de95bf14246ca16896bf47f4583c39990d8db0ffa45510093ec80e1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07ff60e8b4fabba9049c540472c5632ce385e05b01c21e55be9f3b87902554b1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-30T21:08:15Z",
    "title_canon_sha256": "74590c8d473a412368bac8d036cb4a6ae731e4d0f167e7a2694f25c591d8684c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08027",
    "kind": "arxiv",
    "version": 2
  }
}