Pith Number

pith:WDIZ7VHF

pith:2024:WDIZ7VHFBA6Q6J4SPRMEOIQGJC

not attested not anchored not stored refs pending

Improved deep learning of chaotic dynamical systems with multistep penalty losses

Ashesh Chattopadhyay, Dibyajyoti Chakraborty, Romit Maulik, Seung Whan Chung

arxiv:2410.05572 v1 · 2024-10-08 · cs.LG · cs.AI · math.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WDIZ7VHFBA6Q6J4SPRMEOIQGJC}

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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

A Weak Penalty Neural ODE for Learning Chaotic Dynamics from Noisy Time Series

Receipt and verification

First computed	2026-07-05T09:17:21.125819Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0d19fd4e5083d0f27927c5847220648b6eb0414b22a3b9c1c7fd8b9f9a2a0c4

Aliases

arxiv: 2410.05572 · arxiv_version: 2410.05572v1 · doi: 10.48550/arxiv.2410.05572 · pith_short_12: WDIZ7VHFBA6Q · pith_short_16: WDIZ7VHFBA6Q6J4S · pith_short_8: WDIZ7VHF

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/WDIZ7VHFBA6Q6J4SPRMEOIQGJC \
  | 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: b0d19fd4e5083d0f27927c5847220648b6eb0414b22a3b9c1c7fd8b9f9a2a0c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7f38b70961cecb619c617fc468927a422249f8100e8d1ed7d14e6ed3b4b00fd",
    "cross_cats_sorted": [
      "cs.AI",
      "math.DS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-08T00:13:57Z",
    "title_canon_sha256": "7d371936043eca12eadb54415f80db8ef039845a15935ad0a4b1bc10d335e9ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05572",
    "kind": "arxiv",
    "version": 1
  }
}