Pith Number

pith:DZG2KGYK

pith:2025:DZG2KGYKAYTQOD7HUYLFAOWA6H

not attested not anchored not stored refs pending

BOFormer: Learning to Solve Multi-Objective Bayesian Optimization via Non-Markovian RL

Cheng Sun, Chien-Yi Wang, Kai-Jie Lin, Ping-Chun Hsieh, Yu-Heng Hung, Yu-Heng Lin

arxiv:2505.21974 v2 · 2025-05-28 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DZG2KGYKAYTQOD7HUYLFAOWA6H}

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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

In-Context Black-Box Optimization with Unreliable Feedback

Receipt and verification

First computed	2026-07-05T11:11:47.639898Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e4da51b0a0627070fe7a616503ac0f1d5c381deb01899c6e4d625e81f0e947e

Aliases

arxiv: 2505.21974 · arxiv_version: 2505.21974v2 · doi: 10.48550/arxiv.2505.21974 · pith_short_12: DZG2KGYKAYTQ · pith_short_16: DZG2KGYKAYTQOD7H · pith_short_8: DZG2KGYK

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/DZG2KGYKAYTQOD7HUYLFAOWA6H \
  | 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: 1e4da51b0a0627070fe7a616503ac0f1d5c381deb01899c6e4d625e81f0e947e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4bce866943bf54af68713181f654ce705157c938616633be9c6419d3ae678abe",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-28T05:00:50Z",
    "title_canon_sha256": "af729294dc9bed83310119bf0b3dcaecfed31cd06341c05ed298ae00fb34ac47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.21974",
    "kind": "arxiv",
    "version": 2
  }
}