Pith Number

pith:WFF6K2E2

pith:2024:WFF6K2E2TASONVQXS2NEYUJKUS

not attested not anchored not stored refs pending

Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data

Daniel Durstewitz, Elias Weber, Georgia Koppe, Manuel Brenner

arxiv:2410.04814 v2 · 2024-10-07 · cs.LG · cs.AI · math.DS · nlin.CD · physics.data-an

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WFF6K2E2TASONVQXS2NEYUJKUS}

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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

Towards Foundational Models for Dynamical System Reconstruction: Hierarchical Meta-Learning via Mixture of Experts

Receipt and verification

First computed	2026-07-05T10:15:19.810793Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b14be5689a9824e6d617969a4c512aa4ab03df57c60ba09273c3adaecac8385c

Aliases

arxiv: 2410.04814 · arxiv_version: 2410.04814v2 · doi: 10.48550/arxiv.2410.04814 · pith_short_12: WFF6K2E2TASO · pith_short_16: WFF6K2E2TASONVQX · pith_short_8: WFF6K2E2

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/WFF6K2E2TASONVQXS2NEYUJKUS \
  | 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: b14be5689a9824e6d617969a4c512aa4ab03df57c60ba09273c3adaecac8385c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de857e1a58bc73089798425855f35d240400a94df6fcbc5b3ae6a7dba8a0c72c",
    "cross_cats_sorted": [
      "cs.AI",
      "math.DS",
      "nlin.CD",
      "physics.data-an"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T07:54:53Z",
    "title_canon_sha256": "fa698809bd19c1e93f0ef6f19336992bb0f9ce9d0bf451773d827a3fd0c6c4a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04814",
    "kind": "arxiv",
    "version": 2
  }
}