Pith Number

pith:YB2LAU47

pith:2025:YB2LAU47ZD4TMLAFNKMKEWDGGK

not attested not anchored not stored refs pending

Decision-Focused Fine-Tuning of Time Series Foundation Models for Dispatchable Feeder Optimization

Benedikt Heidrich, Dorina Werling, Janik Pinter, Kaleb Phipps, Maximilian Beichter, Nils Friederich, Oliver Neumann, Ralf Mikut, Sebastian Beichter, Veit Hagenmeyer

arxiv:2503.01936 v1 · 2025-03-03 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YB2LAU47ZD4TMLAFNKMKEWDGGK}

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	2026-07-05T11:49:32.772450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c074b0539fc8f9362c056a98a2586632ae33bb8608d71bcd2240d4b3843cdddf

Aliases

arxiv: 2503.01936 · arxiv_version: 2503.01936v1 · doi: 10.48550/arxiv.2503.01936 · pith_short_12: YB2LAU47ZD4T · pith_short_16: YB2LAU47ZD4TMLAF · pith_short_8: YB2LAU47

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/YB2LAU47ZD4TMLAFNKMKEWDGGK \
  | 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: c074b0539fc8f9362c056a98a2586632ae33bb8608d71bcd2240d4b3843cdddf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4284c6bbce58a3135c44fb8d9d85275ccd88dfb75a7460ddb73fe12983394c30",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-03T07:47:20Z",
    "title_canon_sha256": "5a46a9b33fea8727e425c1cda0651004926afb46809f2664c62aac13f073b97a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01936",
    "kind": "arxiv",
    "version": 1
  }
}