Pith Number

pith:VVSL7GZX

pith:2019:VVSL7GZXKEI5SZ3N3VBPGC3RUI

not attested not anchored not stored refs pending

Survey of Dropout Methods for Deep Neural Networks

Alex Labach, Hojjat Salehinejad, Shahrokh Valaee

arxiv:1904.13310 v2 · 2019-04-25 · cs.NE · cs.AI · 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{VVSL7GZXKEI5SZ3N3VBPGC3RUI}

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

1 paper in Pith

FLAME: Towards Federated Fine-Tuning Large Language Models Through Adaptive SMoE

Receipt and verification

First computed	2026-07-05T01:08:23.376195Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad64bf9b375111d9676ddd42f30b71a22ceeffad16bf0c6d8c21bf5b0d039c3d

Aliases

arxiv: 1904.13310 · arxiv_version: 1904.13310v2 · doi: 10.48550/arxiv.1904.13310 · pith_short_12: VVSL7GZXKEI5 · pith_short_16: VVSL7GZXKEI5SZ3N · pith_short_8: VVSL7GZX

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/VVSL7GZXKEI5SZ3N3VBPGC3RUI \
  | 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: ad64bf9b375111d9676ddd42f30b71a22ceeffad16bf0c6d8c21bf5b0d039c3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d81b2d021917ee8dc5c35c01f6fb9fd4158fb01b14abcda77529204f4bcf7943",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2019-04-25T21:21:52Z",
    "title_canon_sha256": "a17e0bec62363c8f5f004e4a61d687b8897dee35bb64abc7c06dbd2962bfdf9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.13310",
    "kind": "arxiv",
    "version": 2
  }
}