Pith Number

pith:ZFWN2QCW

pith:2025:ZFWN2QCWQMQN74D5RFG76QP3A4

not attested not anchored not stored refs pending

Hybrid Meta-Learning Framework for Anomaly Forecasting in Nonlinear Dynamical Systems via Physics-Inspired Simulation and Deep Ensembles

Abdullah Burkan Bereketoglu

arxiv:2506.13828 v1 · 2025-06-15 · cs.LG · cs.SY · eess.SY · physics.acc-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZFWN2QCWQMQN74D5RFG76QP3A4}

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	2026-07-05T11:22:44.393932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c96cdd40568320dff07d894dff41fb07075dc8f313a45be596814bd9d5f8d1e3

Aliases

arxiv: 2506.13828 · arxiv_version: 2506.13828v1 · doi: 10.48550/arxiv.2506.13828 · pith_short_12: ZFWN2QCWQMQN · pith_short_16: ZFWN2QCWQMQN74D5 · pith_short_8: ZFWN2QCW

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/ZFWN2QCWQMQN74D5RFG76QP3A4 \
  | 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: c96cdd40568320dff07d894dff41fb07075dc8f313a45be596814bd9d5f8d1e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f341b912663ef6171ad82e1d6452d34ac1ebf0a6353a4fe3e81557849d19ab9f",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "physics.acc-ph"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-15T21:17:34Z",
    "title_canon_sha256": "b170747c904b80b81c3b389c88c1713a6026532b0278623b0383cceb438111f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13828",
    "kind": "arxiv",
    "version": 1
  }
}