Pith. sign in
Pith Number

pith:TZORYVPU

pith:2020:TZORYVPUEGURTVNOFZDO4NLBWX
not attested not anchored not stored refs pending

Influence Diagram Bandits: Variational Thompson Sampling for Structured Bandit Problems

Branislav Kveton, Ole J. Mengshoel, Ruiyi Zhang, Tong Yu, Zheng Wen

arxiv:2007.04915 v1 · 2020-07-09 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{TZORYVPUEGURTVNOFZDO4NLBWX}

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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 2026-07-05T01:17:35.683753Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9e5d1c55f421a919d5ae2e46ee3561b5eaa7b33c8d4434eca6fab97232d11fd5

Aliases

arxiv: 2007.04915 · arxiv_version: 2007.04915v1 · doi: 10.48550/arxiv.2007.04915 · pith_short_12: TZORYVPUEGUR · pith_short_16: TZORYVPUEGURTVNO · pith_short_8: TZORYVPU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TZORYVPUEGURTVNOFZDO4NLBWX \
  | 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: 9e5d1c55f421a919d5ae2e46ee3561b5eaa7b33c8d4434eca6fab97232d11fd5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "451051b63026f975fd153115686eaee3e8ad43a03272307d702d7c7afce80737",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-09T16:25:40Z",
    "title_canon_sha256": "09d080122ad20d2488825436da20b8f58962b775e706e14c1a4fad21c21f6aef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.04915",
    "kind": "arxiv",
    "version": 1
  }
}