Pith Number

pith:MEM2WHTH

pith:2026:MEM2WHTHG73G62UH5MLXIUHEQD

not attested not anchored not stored refs pending

Dropout Universality: Scaling Laws and Optimal Scheduling at the Edge-of-Chaos

Lucas Fernandez Sarmiento

arxiv:2605.21648 v1 · 2026-05-20 · cs.LG · cond-mat.dis-nn · cs.NE · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MEM2WHTHG73G62UH5MLXIUHEQD}

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.

Receipt and verification

First computed	2026-05-22T01:03:26.768706Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6119ab1e6737f66f6a87eb177450e480d4d147d51bb47d0f2682de7569befaad

Aliases

arxiv: 2605.21648 · arxiv_version: 2605.21648v1 · doi: 10.48550/arxiv.2605.21648 · pith_short_12: MEM2WHTHG73G · pith_short_16: MEM2WHTHG73G62UH · pith_short_8: MEM2WHTH

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/MEM2WHTHG73G62UH5MLXIUHEQD \
  | 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: 6119ab1e6737f66f6a87eb177450e480d4d147d51bb47d0f2682de7569befaad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c804bbfb7d721e11a3543509aa798d7fd0a50d9fc5744bc2b3539be89fa54c01",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-20T19:00:02Z",
    "title_canon_sha256": "79b051a5907af9431b3b886d51170063cb5f38b8b4d2a3724ed2ca9f4904c573"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.21648",
    "kind": "arxiv",
    "version": 1
  }
}