Pith Number

pith:STVJNDIW

pith:2021:STVJNDIWLRTYHEZY54Y2OI2IIQ

not attested not anchored not stored refs pending

Deep Adaptive Design: Amortizing Sequential Bayesian Experimental Design

Adam Foster, Desi R. Ivanova, Ilyas Malik, Tom Rainforth

arxiv:2103.02438 v2 · 2021-03-03 · stat.ML · cs.AI · cs.LG · stat.CO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{STVJNDIWLRTYHEZY54Y2OI2IIQ}

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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

Active Learning of Model Discrepancy with Bayesian Experimental Design

Receipt and verification

First computed	2026-07-05T02:48:21.792003Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

94ea968d165c67839338ef31a72348440429e12103f65a127c638c57e99485a1

Aliases

arxiv: 2103.02438 · arxiv_version: 2103.02438v2 · doi: 10.48550/arxiv.2103.02438 · pith_short_12: STVJNDIWLRTY · pith_short_16: STVJNDIWLRTYHEZY · pith_short_8: STVJNDIW

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/STVJNDIWLRTYHEZY54Y2OI2IIQ \
  | 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: 94ea968d165c67839338ef31a72348440429e12103f65a127c638c57e99485a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a09b2843defb12ccd917df49c7c50e2e0cf8eb794e7b5db34c540f09a2861f7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.CO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-03-03T14:43:48Z",
    "title_canon_sha256": "de6f02551940bc3933d42f5cb71a371d1571ee0168bc0bfc1b796fe2dcd236c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.02438",
    "kind": "arxiv",
    "version": 2
  }
}