Pith Number

pith:USJTREND

pith:2023:USJTRENDGZIMOUYU52BLWBKS23

not attested not anchored not stored refs pending

Neural Control of Parametric Solutions for High-dimensional Evolution PDEs

Haomin Zhou, Nathan Gaby, Xiaojing Ye

arxiv:2302.00045 v2 · 2023-01-31 · math.NA · cs.LG · cs.NA · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{USJTRENDGZIMOUYU52BLWBKS23}

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

1 paper in Pith

Deep Tangent Bundle (DTB) method: a Deep Neural Network approach to compute solutions of PDES

Receipt and verification

First computed	2026-07-05T07:11:13.641199Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4933891a33650c75314ee82bb0552d6c44b67a4adf43259b48b0ef04b19520d

Aliases

arxiv: 2302.00045 · arxiv_version: 2302.00045v2 · doi: 10.48550/arxiv.2302.00045 · pith_short_12: USJTRENDGZIM · pith_short_16: USJTRENDGZIMOUYU · pith_short_8: USJTREND

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/USJTRENDGZIMOUYU52BLWBKS23 \
  | 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: a4933891a33650c75314ee82bb0552d6c44b67a4adf43259b48b0ef04b19520d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0b2894c42b689c9cf1c51bc7be583ebb9f5f122a438e59ccf407b870f5659bd",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NA",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.NA",
    "submitted_at": "2023-01-31T19:26:25Z",
    "title_canon_sha256": "68f3d10e4636650b639000dd658e2533531f5c2dedcb1578339efa4f7f12883d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.00045",
    "kind": "arxiv",
    "version": 2
  }
}