Pith Number

pith:VCUNEATM

pith:2023:VCUNEATMNMODV7ZTGXOINF3Q3Z

not attested not anchored not stored refs pending

GELU Activation Function in Deep Learning: A Comprehensive Mathematical Analysis and Performance

Minhyeok Lee

arxiv:2305.12073 v2 · 2023-05-20 · cs.LG · cs.AI · cs.CV · cs.NE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VCUNEATMNMODV7ZTGXOINF3Q3Z}

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

3 papers in Pith

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design

Solving forward and inverse wave scattering via boundary integral equations and deep learning. Applications to cloaking design

Near-field Wideband Multi-User Localization using NFMR-Net

Receipt and verification

First computed	2026-07-05T06:36:37.133265Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8a8d2026c6b1c3aff3335dc869770de4fc7f8930dffbf3d49e7927205754fba

Aliases

arxiv: 2305.12073 · arxiv_version: 2305.12073v2 · doi: 10.48550/arxiv.2305.12073 · pith_short_12: VCUNEATMNMOD · pith_short_16: VCUNEATMNMODV7ZT · pith_short_8: VCUNEATM

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/VCUNEATMNMODV7ZTGXOINF3Q3Z \
  | 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: a8a8d2026c6b1c3aff3335dc869770de4fc7f8930dffbf3d49e7927205754fba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d55b1d7c8642b52028c72b432a012b98acacfc3548020aa0be1b231dd2d0c0e9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-20T03:22:43Z",
    "title_canon_sha256": "29c1a93645d01c050e5dbbf46677fbfc82dc0fc2524adf36cfc41d0a5eacc87f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.12073",
    "kind": "arxiv",
    "version": 2
  }
}