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Pith Number

pith:DRZ5PILZ

pith:2023:DRZ5PILZDTLOEH5HDZZUX2DLLZ
not attested not anchored not stored refs pending

Equivariant Neural Simulators for Stochastic Spatiotemporal Dynamics

Koen Minartz, Simon Koop, Vlado Menkovski, Yoeri Poels

arxiv:2305.14286 v3 · 2023-05-23 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DRZ5PILZDTLOEH5HDZZUX2DLLZ}

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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

Receipt and verification
First computed 2026-07-05T09:06:39.279082Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1c73d7a1791cd6e21fa71e734be86b5e6c9e79964ca883b4e622841f21703887

Aliases

arxiv: 2305.14286 · arxiv_version: 2305.14286v3 · doi: 10.48550/arxiv.2305.14286 · pith_short_12: DRZ5PILZDTLO · pith_short_16: DRZ5PILZDTLOEH5H · pith_short_8: DRZ5PILZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DRZ5PILZDTLOEH5HDZZUX2DLLZ \
  | 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: 1c73d7a1791cd6e21fa71e734be86b5e6c9e79964ca883b4e622841f21703887
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "bf384812c54d241c24b7b6a58f011856e1df329bddac957949b060aa73a670b2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-23T17:30:10Z",
    "title_canon_sha256": "14a8269c8a10b6d5e97f541a1d2a3785fe5f4e5e4eaedbc8418cb07f0361a929"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.14286",
    "kind": "arxiv",
    "version": 3
  }
}