Pith Number

pith:2NXMCKXA

pith:2023:2NXMCKXAFPD4QUC3VKFNDLTBNV

not attested not anchored not stored refs pending

An adaptive augmented Lagrangian method for training physics and equality constrained artificial neural networks

Inanc Senocak, Shamsulhaq Basir

arxiv:2306.04904 v2 · 2023-06-08 · cs.LG · physics.comp-ph · physics.flu-dyn

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2NXMCKXAFPD4QUC3VKFNDLTBNV}

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

2 papers in Pith

Lagrange multipliers in Maximum likelihood estimations and Least squares problems with Constraints

Conservative Discrete Structure Stabilizes Autoregressive Rollouts in a 1D Drift Diffusion Poisson Benchmark

Receipt and verification

First computed	2026-07-05T06:31:11.952486Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d36ec12ae02bc7c8505baa8ad1ae616d50cc4d3ddbb78706ebe446ab01f0bea2

Aliases

arxiv: 2306.04904 · arxiv_version: 2306.04904v2 · doi: 10.48550/arxiv.2306.04904 · pith_short_12: 2NXMCKXAFPD4 · pith_short_16: 2NXMCKXAFPD4QUC3 · pith_short_8: 2NXMCKXA

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/2NXMCKXAFPD4QUC3VKFNDLTBNV \
  | 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: d36ec12ae02bc7c8505baa8ad1ae616d50cc4d3ddbb78706ebe446ab01f0bea2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07bd897af7ef3b424d1d8b2d15ce0ee7c13faa9e3e0b4e6d44597725fe3ed4a5",
    "cross_cats_sorted": [
      "physics.comp-ph",
      "physics.flu-dyn"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-08T03:16:21Z",
    "title_canon_sha256": "78accc9f74509148f1d778b191194f4138c8aa7dd2e9cf1969df524d61e405b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.04904",
    "kind": "arxiv",
    "version": 2
  }
}