Pith Number

pith:ENDCP6PD

pith:2025:ENDCP6PDUHLPYS26VAJ6TRMFWF

not attested not anchored not stored refs pending

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design

Koki Iwai, Masahiro Hamasaki, Masataka Goto, Yuki Koyama, Yusuke Kumagae

arxiv:2505.10954 v1 · 2025-05-16 · cs.LG · cs.AI · cs.GR · cs.HC

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

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\usepackage{pith}
\pithnumber{ENDCP6PDUHLPYS26VAJ6TRMFWF}

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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

Efficient Visual Appearance Optimization by Learning from Prior Preferences

Receipt and verification

First computed	2026-07-05T11:04:08.527309Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

234627f9e3a1d6fc4b5ea813e9c585b145a5c7932fba9799f63b2f96752f80bb

Aliases

arxiv: 2505.10954 · arxiv_version: 2505.10954v1 · doi: 10.48550/arxiv.2505.10954 · pith_short_12: ENDCP6PDUHLP · pith_short_16: ENDCP6PDUHLPYS26 · pith_short_8: ENDCP6PD

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/ENDCP6PDUHLPYS26VAJ6TRMFWF \
  | 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: 234627f9e3a1d6fc4b5ea813e9c585b145a5c7932fba9799f63b2f96752f80bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb60a52c411a438de253fad14c6e482f7684cdfcc827fe476b370fd3e5b6cd73",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GR",
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-16T07:41:07Z",
    "title_canon_sha256": "971a7aa7be96de27a9bfef1bd723d19138bfd373094ed0d368485340b49806e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.10954",
    "kind": "arxiv",
    "version": 1
  }
}