Pith Number

pith:KYU6IXRN

pith:2025:KYU6IXRNHNK4VQZKZ5TC7UK45G

not attested not anchored not stored refs pending

Forecast-Then-Optimize Deep Learning Methods

Ben Liu, Jinhang Jiang, Karthik Srinivasan, Mei Feng, Nan Wu, Xin Ji

arxiv:2506.13036 v1 · 2025-06-16 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KYU6IXRNHNK4VQZKZ5TC7UK45G}

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	2026-07-05T11:22:04.192519Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5629e45e2d3b55cac32acf662fd15ce9bee16357fc6b928e4ec19167eafd9df8

Aliases

arxiv: 2506.13036 · arxiv_version: 2506.13036v1 · doi: 10.48550/arxiv.2506.13036 · pith_short_12: KYU6IXRNHNK4 · pith_short_16: KYU6IXRNHNK4VQZK · pith_short_8: KYU6IXRN

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/KYU6IXRNHNK4VQZKZ5TC7UK45G \
  | 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: 5629e45e2d3b55cac32acf662fd15ce9bee16357fc6b928e4ec19167eafd9df8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12dbf022019c5d55c77391cfe29331fa2921ac4d694a768856f0c7b58d6dd1f1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-16T02:02:30Z",
    "title_canon_sha256": "64138a4cb08a13764fbec7dfcc4d991898c9e3c4664af12105d64ca9b19b6e7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13036",
    "kind": "arxiv",
    "version": 1
  }
}