Pith Number

pith:PQFLEX3L

pith:2025:PQFLEX3LZFEDJUAIVO2W3AVGIB

not attested not anchored not stored refs pending

Learning Dynamics from Infrequent Output Measurements for Uncertainty-Aware Optimal Control

Robert Lefringhausen, Sandra Hirche, Theodor Springer

arxiv:2512.08013 v2 · 2025-12-08 · eess.SY · cs.LG · cs.SY · 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{PQFLEX3LZFEDJUAIVO2W3AVGIB}

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	2026-05-21T01:05:13.037687Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c0ab25f6bc94834d008abb56d82a64040171cf9031c9320d3a2cdc92fd5f0b8

Aliases

arxiv: 2512.08013 · arxiv_version: 2512.08013v2 · doi: 10.48550/arxiv.2512.08013 · pith_short_12: PQFLEX3LZFED · pith_short_16: PQFLEX3LZFEDJUAI · pith_short_8: PQFLEX3L

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/PQFLEX3LZFEDJUAIVO2W3AVGIB \
  | 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: 7c0ab25f6bc94834d008abb56d82a64040171cf9031c9320d3a2cdc92fd5f0b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "159b996ddd8088ca1f1a58e4536b2fc72bf58e84064111a48dc6418d6b51286e",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2025-12-08T20:10:37Z",
    "title_canon_sha256": "fec552c5dc3af8f696ca71fb6be54f4d06b64053e3c5b14c225d4d8f3fe022ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.08013",
    "kind": "arxiv",
    "version": 2
  }
}