Pith Number

pith:DNEZLQ7O

pith:2024:DNEZLQ7OEBDVT4D7ITK7CMJXB6

not attested not anchored not stored refs pending

Multi-Armed Bandits with Interference

Nathan Kallus, Peter Frazier, Su Jia

arxiv:2402.01845 v2 · 2024-02-02 · 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{DNEZLQ7OEBDVT4D7ITK7CMJXB6}

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.

Cited by

1 paper in Pith

Balancing Interference and Correlation in Spatial Experimental Designs: A Causal Graph Cut Approach

Receipt and verification

First computed	2026-07-05T08:44:11.817030Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b4995c3ee204759f07f44d5f131370fb3a65d4759d3d896c16d8829568b6f76

Aliases

arxiv: 2402.01845 · arxiv_version: 2402.01845v2 · doi: 10.48550/arxiv.2402.01845 · pith_short_12: DNEZLQ7OEBDV · pith_short_16: DNEZLQ7OEBDVT4D7 · pith_short_8: DNEZLQ7O

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/DNEZLQ7OEBDVT4D7ITK7CMJXB6 \
  | 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: 1b4995c3ee204759f07f44d5f131370fb3a65d4759d3d896c16d8829568b6f76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70b80d2c5cc3a2a46d97f0db5ff31dcf0fee176f3de69240dae4e7ddcca75015",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-02T19:02:47Z",
    "title_canon_sha256": "1f367e91b3749367fda0df3097bedaf039fad13062880c4510929859b9bd13fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01845",
    "kind": "arxiv",
    "version": 2
  }
}