Pith Number

pith:HNTMM6UK

pith:2024:HNTMM6UKTCMJ67KG6IWDPB6MLP

not attested not anchored not stored refs pending

Causally Abstracted Multi-armed Bandits

Anisoara Calinescu, Fabio Massimo Zennaro, Joel Dyer, Michael Wooldridge, Nicholas Bishop, Theodoros Damoulas, Yorgos Felekis

arxiv:2404.17493 v2 · 2024-04-26 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HNTMM6UKTCMJ67KG6IWDPB6MLP}

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	2026-07-05T08:44:53.998696Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b66c67a8a98989f7d46f22c3787cc5bca566f18ca5957b11450a56292008183

Aliases

arxiv: 2404.17493 · arxiv_version: 2404.17493v2 · doi: 10.48550/arxiv.2404.17493 · pith_short_12: HNTMM6UKTCMJ · pith_short_16: HNTMM6UKTCMJ67KG · pith_short_8: HNTMM6UK

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/HNTMM6UKTCMJ67KG6IWDPB6MLP \
  | 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: 3b66c67a8a98989f7d46f22c3787cc5bca566f18ca5957b11450a56292008183

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75fe4f86e9f4e8fc3e26af84426851d8ea6036b18f4f9b7c638b9cad7e143ff4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-26T15:48:09Z",
    "title_canon_sha256": "36b39be08911eb31f18432eef9dac96e5e2469ba96c3df99d9c0d589a6522fb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.17493",
    "kind": "arxiv",
    "version": 2
  }
}