Pith Number

pith:RDKOLTUX

pith:2023:RDKOLTUXAYOAAJYXRUCMMKVR6O

not attested not anchored not stored refs pending

Generalized Teacher Forcing for Learning Chaotic Dynamics

Daniel Durstewitz, Florian Hess, Manuel Brenner, Zahra Monfared

arxiv:2306.04406 v2 · 2023-06-07 · cs.LG · cs.AI · math.DS · nlin.CD

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\usepackage{pith}
\pithnumber{RDKOLTUXAYOAAJYXRUCMMKVR6O}

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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

4 papers in Pith

Flow map learning in nonlinear vector autoregressive models: influence of the feature-library structure on the training error

Can Transformers predict system collapse in dynamical systems?

Teacher Forcing as Generalized Bayes: Optimization Geometry Mismatch in Switching Surrogates for Chaotic Dynamics

Optimizing Reservoir Computing for Reconstructing Ergodic Properties

Receipt and verification

First computed	2026-07-05T07:05:44.221549Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

88d4e5ce97061c0027178d04c62ab1f38e19423d50f958bbf83e5f493e44f291

Aliases

arxiv: 2306.04406 · arxiv_version: 2306.04406v2 · doi: 10.48550/arxiv.2306.04406 · pith_short_12: RDKOLTUXAYOA · pith_short_16: RDKOLTUXAYOAAJYX · pith_short_8: RDKOLTUX

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/RDKOLTUXAYOAAJYXRUCMMKVR6O \
  | 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: 88d4e5ce97061c0027178d04c62ab1f38e19423d50f958bbf83e5f493e44f291

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ae41b1d5ec177b3e47bd8914f5b6279294bdb9d235803b8f78361e1de38b6b7",
    "cross_cats_sorted": [
      "cs.AI",
      "math.DS",
      "nlin.CD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-07T13:04:34Z",
    "title_canon_sha256": "272048ad51567cb8ea0ab82ad57be66ea2a148434f66e254f45b8bb0c6c7fd64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.04406",
    "kind": "arxiv",
    "version": 2
  }
}