Pith Number

pith:VYU57HDG

pith:2021:VYU57HDGVSHXERA4DMUVS5JONV

not attested not anchored not stored refs pending

Maximizing and Satisficing in Multi-armed Bandits with Graph Information

Gautam Dasarathy, Mohit Malu, Nikhil Rao, Parth K.Thaker

arxiv:2108.01152 v2 · 2021-08-02 · 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{VYU57HDGVSHXERA4DMUVS5JONV}

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	2026-07-05T05:17:43.371696Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae29df9c66ac8f72441c1b2959752e6d49fb6b70f7fed807ac93bae5e5170ef6

Aliases

arxiv: 2108.01152 · arxiv_version: 2108.01152v2 · doi: 10.48550/arxiv.2108.01152 · pith_short_12: VYU57HDGVSHX · pith_short_16: VYU57HDGVSHXERA4 · pith_short_8: VYU57HDG

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/VYU57HDGVSHXERA4DMUVS5JONV \
  | 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: ae29df9c66ac8f72441c1b2959752e6d49fb6b70f7fed807ac93bae5e5170ef6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b496e471abd5c6cfc9abb757279f2d3a461f9ff62451d3bacda6deae9033695c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-02T20:06:04Z",
    "title_canon_sha256": "ac2a5235d8875e368432c088eb41f948b57c8e0048e2cff15dab713902a0aa77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.01152",
    "kind": "arxiv",
    "version": 2
  }
}