Pith Number

pith:JAP2ANHF

pith:2025:JAP2ANHF554IOPUW56FGLU7MS6

not attested not anchored not stored refs pending

Hierarchical Adversarial Bandits for Online Configuration Optimization

Chen Avin, Gil Shabat, Hanan Shteingart, Roey Yadgar, Shie Mannor, Zvi Lotker

arxiv:2505.19061 v2 · 2025-05-25 · cs.LG · cs.MA · 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{JAP2ANHF554IOPUW56FGLU7MS6}

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	2026-06-23T02:12:31.960861Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

481fa034e5ef78873e96ef8a65d3ec97b27509a7498ab232d5de5795f019d478

Aliases

arxiv: 2505.19061 · arxiv_version: 2505.19061v2 · doi: 10.48550/arxiv.2505.19061 · pith_short_12: JAP2ANHF554I · pith_short_16: JAP2ANHF554IOPUW · pith_short_8: JAP2ANHF

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/JAP2ANHF554IOPUW56FGLU7MS6 \
  | 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: 481fa034e5ef78873e96ef8a65d3ec97b27509a7498ab232d5de5795f019d478

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9d6a0fb2b60f6ac8d5b541a18ff14a15d41f07a59039937ea5e19dab21f3ddc",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-25T09:30:47Z",
    "title_canon_sha256": "03857c2ed8670d08cdb740848ad347a2569b7923c1d15708da7faba20f964646"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19061",
    "kind": "arxiv",
    "version": 2
  }
}