Pith Number

pith:NTMU5HKO

pith:2024:NTMU5HKOTSIWLBVFJLM3ICEAWW

not attested not anchored not stored refs pending

Perturbed Decision-Focused Learning for Modeling Strategic Energy Storage

Bolun Xu, Ming Yi, Saud Alghumayjan

arxiv:2406.17085 v2 · 2024-06-24 · eess.SY · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NTMU5HKOTSIWLBVFJLM3ICEAWW}

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	2026-07-05T09:44:34.861651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6cd94e9d4e9c916586a54ad9b40880b5a8be74167a04a415674c8faf5fdeaff7

Aliases

arxiv: 2406.17085 · arxiv_version: 2406.17085v2 · doi: 10.48550/arxiv.2406.17085 · pith_short_12: NTMU5HKOTSIW · pith_short_16: NTMU5HKOTSIWLBVF · pith_short_8: NTMU5HKO

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/NTMU5HKOTSIWLBVFJLM3ICEAWW \
  | 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: 6cd94e9d4e9c916586a54ad9b40880b5a8be74167a04a415674c8faf5fdeaff7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8898bffe18af9303938f250700c5612798b0aa456e517a77a8d0d06698e2bc93",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-06-24T19:16:21Z",
    "title_canon_sha256": "3c8ed54b4d2a804681dc92ae3e9363e7d82312c6b41ab8cdb89ca601d9b2a901"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.17085",
    "kind": "arxiv",
    "version": 2
  }
}