Pith Number

pith:6QNKM523

pith:2022:6QNKM5235FRFFAQK5IQQYHT6VB

not attested not anchored not stored refs pending

DEQGAN: Learning the Loss Function for PINNs with Generative Adversarial Networks

Blake Bullwinkel, David Sondak, Dylan Randle, Pavlos Protopapas

arxiv:2209.07081 v1 · 2022-09-15 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6QNKM5235FRFFAQK5IQQYHT6VB}

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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

When and Why Adversarial Training Improves PINNs: A Neural Tangent Kernel Perspective

Receipt and verification

First computed	2026-07-05T04:57:51.313191Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f41aa6775be96252820aea210c1e7ea87c5b405a4c619f6e944da71b1df59c19

Aliases

arxiv: 2209.07081 · arxiv_version: 2209.07081v1 · doi: 10.48550/arxiv.2209.07081 · pith_short_12: 6QNKM5235FRF · pith_short_16: 6QNKM5235FRFFAQK · pith_short_8: 6QNKM523

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/6QNKM5235FRFFAQK5IQQYHT6VB \
  | 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: f41aa6775be96252820aea210c1e7ea87c5b405a4c619f6e944da71b1df59c19

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "723b34ecb64da3482f4765189d743dc202b5baeb87884e4392983f34526f5c6f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-15T06:39:47Z",
    "title_canon_sha256": "3ce7c443ee9bbdf71b8b361285fcd1c0ac6b26bc0bac315b0d44b78b90b177f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.07081",
    "kind": "arxiv",
    "version": 1
  }
}