pith. sign in
Pith Number

pith:ZYWNRJ3J

pith:2024:ZYWNRJ3J6CN2T7XH2MDJYBOHR4
not attested not anchored not stored refs pending

AI-Driven Control of Chaos: A Transformer-Based Approach for Dynamical Systems

Alexandre Wagemakers, David Valle, Miguel A.F. Sanju\'an, Rub\'en Cape\'ans

arxiv:2412.17357 v2 · 2024-12-23 · nlin.CD

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZYWNRJ3J6CN2T7XH2MDJYBOHR4}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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 2026-07-05T11:22:35.176285Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ce2cd8a769f09ba9fee7d3069c05c78f173341724873e7c959fcb219f1334b1f

Aliases

arxiv: 2412.17357 · arxiv_version: 2412.17357v2 · doi: 10.48550/arxiv.2412.17357 · pith_short_12: ZYWNRJ3J6CN2 · pith_short_16: ZYWNRJ3J6CN2T7XH · pith_short_8: ZYWNRJ3J
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZYWNRJ3J6CN2T7XH2MDJYBOHR4 \
  | 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: ce2cd8a769f09ba9fee7d3069c05c78f173341724873e7c959fcb219f1334b1f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5e251770e4f448663b995dcc45878f0051df12c81d6a9be5cefedfc091d6abeb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "nlin.CD",
    "submitted_at": "2024-12-23T07:36:45Z",
    "title_canon_sha256": "b51cf2bd963805487eec756506214d60a07d235e5e9c842cc9aefdf24625898f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17357",
    "kind": "arxiv",
    "version": 2
  }
}