Pith Number

pith:EJ2ADGJK

pith:2025:EJ2ADGJKH2FG7F5U675PFA66MO

not attested not anchored not stored refs pending

Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization

Caio de Prospero Iglesias, Dimitris Bertsimas, Kimberly Villalobos Carballo

arxiv:2509.08194 v2 · 2025-09-09 · cs.LG · 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{EJ2ADGJKH2FG7F5U675PFA66MO}

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	2026-05-29T01:04:55.685262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

227401992a3e8a6f97b4f7faf283de63a54543f00c1d471f8f2d8b239a0fdb53

Aliases

arxiv: 2509.08194 · arxiv_version: 2509.08194v2 · doi: 10.48550/arxiv.2509.08194 · pith_short_12: EJ2ADGJKH2FG · pith_short_16: EJ2ADGJKH2FG7F5U · pith_short_8: EJ2ADGJK

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/EJ2ADGJKH2FG7F5U675PFA66MO \
  | 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: 227401992a3e8a6f97b4f7faf283de63a54543f00c1d471f8f2d8b239a0fdb53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91edc792f5a13ab2fe53239fb90eea45e15ecb9ab3d29505a313ae613d0340de",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-09T23:56:16Z",
    "title_canon_sha256": "a0923e71c3369ee9fcfe16b2c96bfbfb7eccf47a0ebfba6b0ae96f52c9a709d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.08194",
    "kind": "arxiv",
    "version": 2
  }
}