Pith Number

pith:BGJ72746

pith:2019:BGJ72746NTTDY4IM3EYTUE24LL

not attested not anchored not stored refs pending

Effect of Activation Functions on the Training of Overparametrized Neural Nets

Abhishek Panigrahi, Abhishek Shetty, Navin Goyal

arxiv:1908.05660 v4 · 2019-08-16 · cs.LG · 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{BGJ72746NTTDY4IM3EYTUE24LL}

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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.

Receipt and verification

First computed	2026-07-05T00:54:22.919010Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0993fd7f9e6ce63c710cd9313a135c5afee35f762b6442c9e5e5614a567f8a64

Aliases

arxiv: 1908.05660 · arxiv_version: 1908.05660v4 · doi: 10.48550/arxiv.1908.05660 · pith_short_12: BGJ72746NTTD · pith_short_16: BGJ72746NTTDY4IM · pith_short_8: BGJ72746

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/BGJ72746NTTDY4IM3EYTUE24LL \
  | 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: 0993fd7f9e6ce63c710cd9313a135c5afee35f762b6442c9e5e5614a567f8a64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee3a812f07e0ec549d72237a8761022c08bcb7050f6c9da7db0629c509341321",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-16T16:22:07Z",
    "title_canon_sha256": "f15c8bffbd1accecaa6b13b472dec1fbd3defae5117f8ea12ece03e42a4c74c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.05660",
    "kind": "arxiv",
    "version": 4
  }
}