Pith Number

pith:VXT73Q3S

pith:2026:VXT73Q3SONYSRQY6HQXQTQJHED

not attested not anchored not stored refs pending

A Comparative Study of Bayesian Contextual Bandits for Real-Time Warehouse Sorter Optimization

Ken Meszaros, Mouhacine Benosman, Tina Dongxu Li, Trevor Dardik

arxiv:2606.23977 v1 · 2026-06-22 · cs.LG · cs.SY · eess.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{VXT73Q3SONYSRQY6HQXQTQJHED}

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	2026-06-24T00:14:32.108464Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ade7fdc372737128c31e3c2f09c12720cf32f29b9b4e7a5f010f50bea2412dc6

Aliases

arxiv: 2606.23977 · arxiv_version: 2606.23977v1 · doi: 10.48550/arxiv.2606.23977 · pith_short_12: VXT73Q3SONYS · pith_short_16: VXT73Q3SONYSRQY6 · pith_short_8: VXT73Q3S

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/VXT73Q3SONYSRQY6HQXQTQJHED \
  | 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: ade7fdc372737128c31e3c2f09c12720cf32f29b9b4e7a5f010f50bea2412dc6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f5582bfe033ff9e2ca42367953f16d2aaf0db7605596bef0c13b15589b34397",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-22T22:07:36Z",
    "title_canon_sha256": "d420cec5f8c79f1c140271f736aae4ad4bd11dd288fcc138ddea48c0ce8eb8fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.23977",
    "kind": "arxiv",
    "version": 1
  }
}