Pith Number

pith:4GSPI7AU

pith:2024:4GSPI7AUMFIIJVICS42JE2PF6T

not attested not anchored not stored refs pending

On the Principles of ReLU Networks with One Hidden Layer

Changcun Huang

arxiv:2411.06728 v2 · 2024-11-11 · cs.LG · cs.AI · cs.NE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4GSPI7AUMFIIJVICS42JE2PF6T}

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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 the Principles of Deep Feedforward ReLU Networks

Receipt and verification

First computed	2026-07-05T11:35:10.996938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1a4f47c14615084d50297349269e5f4dea1fc2a407378d5ae9a8d56cce261cb

Aliases

arxiv: 2411.06728 · arxiv_version: 2411.06728v2 · doi: 10.48550/arxiv.2411.06728 · pith_short_12: 4GSPI7AUMFII · pith_short_16: 4GSPI7AUMFIIJVIC · pith_short_8: 4GSPI7AU

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/4GSPI7AUMFIIJVICS42JE2PF6T \
  | 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: e1a4f47c14615084d50297349269e5f4dea1fc2a407378d5ae9a8d56cce261cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9a731b91be4d63081f416be0323fd408cb3ff6c4e1b689edfafc163fd39f477",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-11T05:51:11Z",
    "title_canon_sha256": "b686b834afd4e047581e82bc98dd2f340f9cee41514366c1e28a00ede848cc67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.06728",
    "kind": "arxiv",
    "version": 2
  }
}