Pith Number

pith:V4EMCABF

pith:2023:V4EMCABF6SDTQFOG4WZCKOI75K

not attested not anchored not stored refs pending

Statistically Efficient Bayesian Sequential Experiment Design via Reinforcement Learning with Cross-Entropy Estimators

Amir Dezfouli, Daniel Steinberg, Edwin V. Bonilla, Iadine Chades, Tom Blau

arxiv:2305.18435 v2 · 2023-05-29 · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V4EMCABF6SDTQFOG4WZCKOI75K}

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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

2 papers in Pith

Efficient Adaptive Data Acquisition via Pretrained Belief Representations

Constrained Bayesian Experimental Design via Online Planning

Receipt and verification

First computed	2026-07-05T07:40:53.789353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af08c10025f4873815c6e5b225391feab73c42d4e9d1d0ac5c500f60cd999f69

Aliases

arxiv: 2305.18435 · arxiv_version: 2305.18435v2 · doi: 10.48550/arxiv.2305.18435 · pith_short_12: V4EMCABF6SDT · pith_short_16: V4EMCABF6SDTQFOG · pith_short_8: V4EMCABF

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/V4EMCABF6SDTQFOG4WZCKOI75K \
  | 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: af08c10025f4873815c6e5b225391feab73c42d4e9d1d0ac5c500f60cd999f69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0f2ed85128c8f2b044fa4f53e4e410ef4266f865e0ea6d9eb41b2035734a69a",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-29T00:35:52Z",
    "title_canon_sha256": "d7965c7cab8c7dcf4fafa661feb2837df4b5dace04e44accf64ec33c1da6268a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.18435",
    "kind": "arxiv",
    "version": 2
  }
}