Pith Number

pith:7NSDCQGJ

pith:2024:7NSDCQGJ43BLPHOPNE7H4D4QP5

not attested not anchored not stored refs pending

Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey

Haixin Wang, Jilin Liu, Jinan Sun, Long Wei, Peiyan Hu, Shikun Zhang, Tailin Wu, Wanjia Zhao, Xiao Luo, Yadi Cao, Yizhou Sun, Yue Wang, Yuxuan Liu, Zezheng Song, Zhi-Ming Ma, Zijie Huang

arxiv:2408.12171 v1 · 2024-08-22 · 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{7NSDCQGJ43BLPHOPNE7H4D4QP5}

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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

14 papers in Pith

A Physics-Informed Fourier-Wavelet Transformer for Multiscale Computational Fluid Dynamics Surrogate Modeling

Is Zero-Shot Super-Resolution Possible in Operator Learning?

Solution of the Newtonian plane Couette flow with dynamic wall slip using machine-learning methods

Spectral-inspired Operator Learning with Limited Data and Unknown Physics

PINS: Proximal Iterations with Sparse Newton and Sinkhorn for Optimal Transport

Receipt and verification

First computed	2026-07-05T08:58:05.244836Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb643140c9e6c2b79dcf693e7e0f907f75b272c7c1cc16832289947ed6ee8b3c

Aliases

arxiv: 2408.12171 · arxiv_version: 2408.12171v1 · doi: 10.48550/arxiv.2408.12171 · pith_short_12: 7NSDCQGJ43BL · pith_short_16: 7NSDCQGJ43BLPHOP · pith_short_8: 7NSDCQGJ

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/7NSDCQGJ43BLPHOPNE7H4D4QP5 \
  | 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: fb643140c9e6c2b79dcf693e7e0f907f75b272c7c1cc16832289947ed6ee8b3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39f5bb7ea411cc9929709c5ee25dc46ec01e34a8f88ff15ea83ae694fd847091",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-22T07:33:11Z",
    "title_canon_sha256": "31ad38d2dd37c38c4713f4c6a356bc24f02bdad993609fd0b6dd49cc8e567edb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.12171",
    "kind": "arxiv",
    "version": 1
  }
}