Pith Number

pith:J7NSJFBV

pith:2024:J7NSJFBVUXGRVBKJFDL3NKQA6U

not attested not anchored not stored refs pending

DeePC-Hunt: Data-enabled Predictive Control Hyperparameter Tuning via Differentiable Optimization

Alberto Padoan, Florian Dorfler, John Lygeros, Keith Moffat, Michael Cummins

arxiv:2412.06481 v2 · 2024-12-09 · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J7NSJFBVUXGRVBKJFDL3NKQA6U}

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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

Fine-tuning for Data-enabled Predictive Control of Noisy Systems by Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:11:38.078425Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fdb249435a5cd1a854928d7b6aa00f50ff5d68149f3e6f894211f2d5567fe8d

Aliases

arxiv: 2412.06481 · arxiv_version: 2412.06481v2 · doi: 10.48550/arxiv.2412.06481 · pith_short_12: J7NSJFBVUXGR · pith_short_16: J7NSJFBVUXGRVBKJ · pith_short_8: J7NSJFBV

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/J7NSJFBVUXGRVBKJFDL3NKQA6U \
  | 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: 4fdb249435a5cd1a854928d7b6aa00f50ff5d68149f3e6f894211f2d5567fe8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "118df1055cbbedf5054ed3c621ea04fb43af807dbc8e0da03a7ab8b7115f3912",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-12-09T13:30:59Z",
    "title_canon_sha256": "6f19935b6860256a360ff4708df4dc0b7ff663dfc8f2d60a1daf3afad92519b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06481",
    "kind": "arxiv",
    "version": 2
  }
}