Pith Number

pith:FI2QGB4S

pith:2025:FI2QGB4SC2WGXE6PSWLUC7SD2K

not attested not anchored not stored refs pending

Stochastic Rounding for LLM Training: Theory and Practice

Kaan Ozkara, Tao Yu, Youngsuk Park

arxiv:2502.20566 v1 · 2025-02-27 · 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{FI2QGB4SC2WGXE6PSWLUC7SD2K}

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

3 papers in Pith

Towards Human-Level Book-Writing Capability

Large Language Model-Based Agents for Software Engineering: A Survey

Receipt and verification

First computed	2026-07-05T10:21:35.422908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a3503079216ac6b93cf9597417e43d2b533cf340b4a93a0dd81c353e22e4154

Aliases

arxiv: 2502.20566 · arxiv_version: 2502.20566v1 · doi: 10.48550/arxiv.2502.20566 · pith_short_12: FI2QGB4SC2WG · pith_short_16: FI2QGB4SC2WGXE6P · pith_short_8: FI2QGB4S

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/FI2QGB4SC2WGXE6PSWLUC7SD2K \
  | 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: 2a3503079216ac6b93cf9597417e43d2b533cf340b4a93a0dd81c353e22e4154

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b341e4d813fdc07785035adeec8ccabf9d81fd7606977bb4589de9c1aa11e56",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-27T22:08:08Z",
    "title_canon_sha256": "73d70a2097a4081a56c461d26c7f3eefde94ba1270ecdf24a7949e2aeb23cea2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.20566",
    "kind": "arxiv",
    "version": 1
  }
}