Pith Number

pith:RKC2TFNP

pith:2020:RKC2TFNPWL5VB2NVTBY3OVU4UN

not attested not anchored not stored refs pending

Data Assimilation in the Latent Space of a Neural Network

Cesar Quilodran Casas, Christopher Pain, Laetitia Mottet, Maddalena Amendola, Paul Linden, Rossella Arcucci, Shiwei Fan, Yi-Ke Guo

arxiv:2012.12056 v1 · 2020-12-22 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RKC2TFNPWL5VB2NVTBY3OVU4UN}

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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

3 papers in Pith

Rethinking Forward Processes for Score-Based Nonlinear Data Assimilation in High Dimensions

VIVALDy: A Hybrid Generative Reduced-Order Model for Turbulent Flows, Applied to Vortex-Induced Vibrations

Rethinking Forward Processes for Score-Based Nonlinear Data Assimilation in High Dimensions

Receipt and verification

First computed	2026-07-05T02:01:24.188966Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a85a995afb2fb50e9b59871b7569ca3692416a663e3c676545a4324359c5438

Aliases

arxiv: 2012.12056 · arxiv_version: 2012.12056v1 · doi: 10.48550/arxiv.2012.12056 · pith_short_12: RKC2TFNPWL5V · pith_short_16: RKC2TFNPWL5VB2NV · pith_short_8: RKC2TFNP

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/RKC2TFNPWL5VB2NVTBY3OVU4UN \
  | 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: 8a85a995afb2fb50e9b59871b7569ca3692416a663e3c676545a4324359c5438

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d44288cb4bb2078d92d27398b2ef0b1316df0f8c793dcc2eafba5ef8ce105e1c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-22T14:43:50Z",
    "title_canon_sha256": "48fceabed6db93a9a31f793894ef45046c2c248df03f21516ad804153cabe055"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.12056",
    "kind": "arxiv",
    "version": 1
  }
}