Pith Number

pith:33XHXBLK

pith:2025:33XHXBLK5L7XYTOTTZR2FH6F5V

not attested not anchored not stored refs pending

Decision-Focused Learning Enhanced by Automated Feature Engineering for Energy Storage Optimisation

Alexander L. Bowler, Direnc Pekaslan, Isaac Triguero, Ismail Gokay Dogan, Nasser Alkhulaifi, Nicholas J. Watson, Timothy R. Cargan

arxiv:2509.05772 v1 · 2025-09-06 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{33XHXBLK5L7XYTOTTZR2FH6F5V}

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	2026-07-05T12:06:23.886526Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

deee7b856aeaff7c4dd39e63a29fc5ed79d7615e1bc37af8e1786e0871bade11

Aliases

arxiv: 2509.05772 · arxiv_version: 2509.05772v1 · doi: 10.48550/arxiv.2509.05772 · pith_short_12: 33XHXBLK5L7X · pith_short_16: 33XHXBLK5L7XYTOT · pith_short_8: 33XHXBLK

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/33XHXBLK5L7XYTOTTZR2FH6F5V \
  | 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: deee7b856aeaff7c4dd39e63a29fc5ed79d7615e1bc37af8e1786e0871bade11

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f0c01ac3ad5bf0b8194b2e18e74ad4ae221104764498100ec1f2982a87f85ab",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-09-06T16:54:07Z",
    "title_canon_sha256": "f81be96fff76f64c8baec5e48a399a9f5ec3d9d220209fbd558cc4453424cf23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.05772",
    "kind": "arxiv",
    "version": 1
  }
}