Pith. sign in
Pith Number

pith:JZHXKSAF

pith:2025:JZHXKSAF3T5D6KDHTTXQI5DVFX
not attested not anchored not stored refs pending

ResKoopNet: Learning Koopman Representations for Complex Dynamics with Spectral Residuals

Kaidi Shao, Nikos Logothetis, Yuanchao Xu, Zhongwei Shen

arxiv:2501.00701 v4 · 2025-01-01 · cs.LG · math.DS

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JZHXKSAF3T5D6KDHTTXQI5DVFX}

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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.
Receipt and verification
First computed 2026-07-05T11:10:34.064605Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4e4f754805dcfa3f28679cef0474752dc6c17e1fb7beb4093c873d2493203524

Aliases

arxiv: 2501.00701 · arxiv_version: 2501.00701v4 · doi: 10.48550/arxiv.2501.00701 · pith_short_12: JZHXKSAF3T5D · pith_short_16: JZHXKSAF3T5D6KDH · pith_short_8: JZHXKSAF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JZHXKSAF3T5D6KDHTTXQI5DVFX \
  | 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: 4e4f754805dcfa3f28679cef0474752dc6c17e1fb7beb4093c873d2493203524
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b9959968d3e31908af3d9c173e1bc9bb6afe408660ba13aa390209095935effe",
    "cross_cats_sorted": [
      "math.DS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-01T02:19:42Z",
    "title_canon_sha256": "f2d5c9eed9db7ef7a8c2686935020a31f026e5a2a68627b1e1f3aa64883738f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00701",
    "kind": "arxiv",
    "version": 4
  }
}