Pith Number

pith:QSSDBHCT

pith:2022:QSSDBHCTVG2IFN3EVAYJBY37D5

not attested not anchored not stored refs pending

Optimizing Sequential Experimental Design with Deep Reinforcement Learning

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

arxiv:2202.00821 v3 · 2022-02-02 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QSSDBHCTVG2IFN3EVAYJBY37D5}

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	2026-07-05T04:32:38.906254Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84a4309c53a9b482b764a83090e37f1f51a78ead057f4cb100925093f34b0306

Aliases

arxiv: 2202.00821 · arxiv_version: 2202.00821v3 · doi: 10.48550/arxiv.2202.00821 · pith_short_12: QSSDBHCTVG2I · pith_short_16: QSSDBHCTVG2IFN3E · pith_short_8: QSSDBHCT

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/QSSDBHCTVG2IFN3EVAYJBY37D5 \
  | 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: 84a4309c53a9b482b764a83090e37f1f51a78ead057f4cb100925093f34b0306

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3e44389d35b44afd8b1d130c017c819109754ec8635481fd333a1b76ac96659",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-02T00:23:05Z",
    "title_canon_sha256": "42c789e14d60dfb9842876be2040da5de37124f30d04ca2ddc8d0855b5a9e0a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.00821",
    "kind": "arxiv",
    "version": 3
  }
}