Pith Number

pith:E5BC33AO

pith:2024:E5BC33AOZ6L7DA3D5QEHQBULXS

not attested not anchored not stored refs pending

Methods of improving LLM training stability

Ben Lanir, Jinze Xue, Mike Chrzanowski, Oleg Rybakov, Peter Dykas

arxiv:2410.16682 v1 · 2024-10-22 · cs.CL · 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{E5BC33AOZ6L7DA3D5QEHQBULXS}

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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

3 papers in Pith

A Unifying View of Attention Sinks: Two Algorithms, Two Solutions

Why Low-Precision Transformer Training Fails: An Analysis on Flash Attention

Pion: A Spectrum-Preserving Optimizer via Orthogonal Equivalence Transformation

Receipt and verification

First computed	2026-07-05T09:24:05.118607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27422dec0ecf97f18363ec0878068bbcaf8daa5c147f18daeed81db724957f44

Aliases

arxiv: 2410.16682 · arxiv_version: 2410.16682v1 · doi: 10.48550/arxiv.2410.16682 · pith_short_12: E5BC33AOZ6L7 · pith_short_16: E5BC33AOZ6L7DA3D · pith_short_8: E5BC33AO

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/E5BC33AOZ6L7DA3D5QEHQBULXS \
  | 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: 27422dec0ecf97f18363ec0878068bbcaf8daa5c147f18daeed81db724957f44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "478f129a95a473ffff0dada3fecfeef4564175a9952eea039e168db9bc4e5b30",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-22T04:27:03Z",
    "title_canon_sha256": "2aedd500fd8f6c90677746a26a4d139cd0cbf23548a13ae4191eb5ce4022276e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16682",
    "kind": "arxiv",
    "version": 1
  }
}