Pith Number

pith:W3XR3KFX

pith:2020:W3XR3KFXVJ4NQDL2XW3LMV7NHS

not attested not anchored not stored refs pending

Multi-Armed Bandits with Dependent Arms

Fang Liu, Ness Shroff, Rahul Singh, Yin Sun

arxiv:2010.09478 v2 · 2020-10-13 · cs.LG · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W3XR3KFXVJ4NQDL2XW3LMV7NHS}

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	2026-07-05T01:45:45.724127Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6ef1da8b7aa78d80d7abdb6b657ed3caf16d80140ad2419058176b4f7f31de2

Aliases

arxiv: 2010.09478 · arxiv_version: 2010.09478v2 · doi: 10.48550/arxiv.2010.09478 · pith_short_12: W3XR3KFXVJ4N · pith_short_16: W3XR3KFXVJ4NQDL2 · pith_short_8: W3XR3KFX

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/W3XR3KFXVJ4NQDL2XW3LMV7NHS \
  | 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: b6ef1da8b7aa78d80d7abdb6b657ed3caf16d80140ad2419058176b4f7f31de2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a1c2e02a60f1c007fdfdb699d0ce750207a1400e4c2ef15bda36b2145044a8c",
    "cross_cats_sorted": [
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-13T14:00:19Z",
    "title_canon_sha256": "c51696c3aaad945fff12264c2d308177f019cd4ca3b5305b3d818016fe4625ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.09478",
    "kind": "arxiv",
    "version": 2
  }
}