Pith Number

pith:H2HZPX2R

pith:2019:H2HZPX2RGBPJHONGNN3JNLE3IC

not attested not anchored not stored refs pending

Adaptive activation functions accelerate convergence in deep and physics-informed neural networks

Ameya D. Jagtap, George Em Karniadakis

arxiv:1906.01170 v1 · 2019-06-04 · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H2HZPX2RGBPJHONGNN3JNLE3IC}

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

Theory of the Frequency Principle for General Deep Neural Networks

Physics-Informed Neural Networks for Solving Two-Flavor Neutrino Oscillations in Vacuum and Matter Environments for Atmospheric and Reactor Neutrinos

Receipt and verification

First computed	2026-07-05T00:36:25.381645Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e8f97df51305e93b9a66b7696ac9b4095d24fd583dd4bb134d336931915b7e6

Aliases

arxiv: 1906.01170 · arxiv_version: 1906.01170v1 · doi: 10.48550/arxiv.1906.01170 · pith_short_12: H2HZPX2RGBPJ · pith_short_16: H2HZPX2RGBPJHONG · pith_short_8: H2HZPX2R

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/H2HZPX2RGBPJHONGNN3JNLE3IC \
  | 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: 3e8f97df51305e93b9a66b7696ac9b4095d24fd583dd4bb134d336931915b7e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c94c9961be3d60ce06ec9928a4ca5d2c40c8df82e0828d7ee0f0ba0681ae94a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.comp-ph",
    "submitted_at": "2019-06-04T02:53:34Z",
    "title_canon_sha256": "6c60bd539ca83cec998723d3e3e89259875176b75a05259febca29df0aae414d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.01170",
    "kind": "arxiv",
    "version": 1
  }
}