Pith Number

pith:JHASQ4XW

pith:2025:JHASQ4XWQOBNE7RCZN2RYZSHJD

not attested not anchored not stored refs pending

Performance Comparisons of Reinforcement Learning Algorithms for Sequential Experimental Design

Kizito Salako, Yasir Zubayr Barlas

arxiv:2503.05905 v2 · 2025-03-07 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{JHASQ4XWQOBNE7RCZN2RYZSHJD}

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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.

Cited by

1 paper in Pith

FairBED: A Bayesian Experimental Design Approach to Gathering Fairer Data

Receipt and verification

First computed	2026-07-05T11:55:38.705443Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49c12872f68382d27e22cb751c664748febcc9528de2bfc4a06a8961f8badad3

Aliases

arxiv: 2503.05905 · arxiv_version: 2503.05905v2 · doi: 10.48550/arxiv.2503.05905 · pith_short_12: JHASQ4XWQOBN · pith_short_16: JHASQ4XWQOBNE7RC · pith_short_8: JHASQ4XW

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/JHASQ4XWQOBNE7RCZN2RYZSHJD \
  | 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: 49c12872f68382d27e22cb751c664748febcc9528de2bfc4a06a8961f8badad3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ca5998e727b9a0f0ca673f07724bb7983e93b7cabca47266b2283e471762cfb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-07T19:57:39Z",
    "title_canon_sha256": "893da78eb146170b2091daecf72bcbc942e5b83728c2e22d15e0f9aca9a504f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.05905",
    "kind": "arxiv",
    "version": 2
  }
}