Pith. sign in
Pith Number

pith:MRQGZXAF

pith:2026:MRQGZXAFVICHTWEONLM46GIKZP
not attested not anchored not stored refs pending

Information-Directed Sampling for Causal Bandits

Mahsa Ghasemi, Muhammad Qasim Elahi, Murat Kocaoglu

arxiv:2607.15577 v1 · 2026-07-17 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MRQGZXAFVICHTWEONLM46GIKZP}

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 2026-07-20T00:18:41.234453Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

64606cdc05aa0479d88e6ad9cf190acbfd28b93fb93175aa558c871b6ebd88d3

Aliases

arxiv: 2607.15577 · arxiv_version: 2607.15577v1 · doi: 10.48550/arxiv.2607.15577 · pith_short_12: MRQGZXAFVICH · pith_short_16: MRQGZXAFVICHTWEO · pith_short_8: MRQGZXAF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MRQGZXAFVICHTWEONLM46GIKZP \
  | 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: 64606cdc05aa0479d88e6ad9cf190acbfd28b93fb93175aa558c871b6ebd88d3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "32c863a10259dd4b1571a1c636ebd539e21911446554dcfa9e131f0de76b7695",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-17T02:44:42Z",
    "title_canon_sha256": "9d462659ad77c6d7b5ed4f37b46276ad34a0e61fd87fe7ee0d831224e2e7bdd7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.15577",
    "kind": "arxiv",
    "version": 1
  }
}