Pith Number

pith:GRHBQZTL

pith:2015:GRHBQZTL22L35BOMYKUNZ3WY7B

not attested not anchored not stored refs pending

On the Depth of Deep Neural Networks: A Theoretical View

Liwei Wang, Shizhao Sun, Tie-Yan Liu, Wei Chen, Xiaoguang Liu

arxiv:1506.05232 v2 · 2015-06-17 · 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{GRHBQZTL22L35BOMYKUNZ3WY7B}

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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

On Symmetry and Initialization for Neural Networks

Receipt and verification

First computed	2026-05-18T01:25:46.944024Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

344e18666bd697be85ccc2a8dceed8f8739db9dd4b0a60c6aaf50542a3b524c7

Aliases

arxiv: 1506.05232 · arxiv_version: 1506.05232v2 · doi: 10.48550/arxiv.1506.05232 · pith_short_12: GRHBQZTL22L3 · pith_short_16: GRHBQZTL22L35BOM · pith_short_8: GRHBQZTL

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/GRHBQZTL22L35BOMYKUNZ3WY7B \
  | 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: 344e18666bd697be85ccc2a8dceed8f8739db9dd4b0a60c6aaf50542a3b524c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "588ca6654a41dcf173522864c9e28f67d70983ee430e5fb45d2572950a399b23",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-06-17T07:51:42Z",
    "title_canon_sha256": "cf633822018fcc84680e7a3ddf9717469b38f62e3cc4471ec23b7b4e164ae24e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1506.05232",
    "kind": "arxiv",
    "version": 2
  }
}