Pith Number

pith:FJRFH4MK

pith:2024:FJRFH4MKAHZLVYZY76XZDBYTFS

not attested not anchored not stored refs pending

Asymptotically Optimal Regret for Black-Box Predict-then-Optimize

Peter I. Frazier, Samuel Tan

arxiv:2406.07866 v1 · 2024-06-12 · cs.LG · 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{FJRFH4MKAHZLVYZY76XZDBYTFS}

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	2026-07-05T08:30:39.721749Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a6253f18a01f2bae338ffaf9187132c9b1417eb14e8ae8698104e471c8d786f

Aliases

arxiv: 2406.07866 · arxiv_version: 2406.07866v1 · doi: 10.48550/arxiv.2406.07866 · pith_short_12: FJRFH4MKAHZL · pith_short_16: FJRFH4MKAHZLVYZY · pith_short_8: FJRFH4MK

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/FJRFH4MKAHZLVYZY76XZDBYTFS \
  | 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: 2a6253f18a01f2bae338ffaf9187132c9b1417eb14e8ae8698104e471c8d786f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6170c9135ab7622b9420fa6bfbe7956a0f320d1c8eb0ea07ed7ea4c62d98ae8",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-12T04:46:23Z",
    "title_canon_sha256": "ea7f717b4273d0fd83fcdfec1a861583d48efd783cb079dc40f45383fb243856"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.07866",
    "kind": "arxiv",
    "version": 1
  }
}