Pith Number

pith:65KAGURE

pith:2023:65KAGUREF3GZIZNUGPGBI352X2

not attested not anchored not stored refs pending

Stochastic Modified Equations and Dynamics of Dropout Algorithm

Tao Luo, Yuqing Li, Zhi-Qin John Xu, Zhongwang Zhang

arxiv:2305.15850 v1 · 2023-05-25 · 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{65KAGUREF3GZIZNUGPGBI352X2}

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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

1 paper in Pith

Scalable Complexity Control Facilitates Reasoning Ability of LLMs

Receipt and verification

First computed	2026-07-05T06:13:45.489292Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7540352242ecd9465b433cc146fbabe9ea3f95a8883162511e1f1bcacc58a3e

Aliases

arxiv: 2305.15850 · arxiv_version: 2305.15850v1 · doi: 10.48550/arxiv.2305.15850 · pith_short_12: 65KAGUREF3GZ · pith_short_16: 65KAGUREF3GZIZNU · pith_short_8: 65KAGURE

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/65KAGUREF3GZIZNUGPGBI352X2 \
  | 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: f7540352242ecd9465b433cc146fbabe9ea3f95a8883162511e1f1bcacc58a3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76a038c9f29dfd3b2e2f322396e09a6dc374e2a4fccc3ed4a92b35faad7a9256",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-25T08:42:25Z",
    "title_canon_sha256": "7c190ace6b9b74be71e27b51877a51215539d6e215cf34a6be840bad1b974954"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.15850",
    "kind": "arxiv",
    "version": 1
  }
}