Pith Number

pith:YXZWKUAN

pith:2025:YXZWKUANA4D4R6DRXE4DEGWT5C

not attested not anchored not stored refs pending

Instance-Dependent Regret Bounds for Learning Two-Player Zero-Sum Games with Bandit Feedback

Haipeng Luo, Shinji Ito, Taira Tsuchiya, Yue Wu

arxiv:2502.17625 v1 · 2025-02-24 · cs.LG · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YXZWKUANA4D4R6DRXE4DEGWT5C}

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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

Learning in Matching Games with Bandit Feedback

Receipt and verification

First computed	2026-07-05T10:19:41.375082Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5f365500d0707c8f871b938321ad3e888e2467e5de29a8f7ac38c3ad3181a89

Aliases

arxiv: 2502.17625 · arxiv_version: 2502.17625v1 · doi: 10.48550/arxiv.2502.17625 · pith_short_12: YXZWKUANA4D4 · pith_short_16: YXZWKUANA4D4R6DR · pith_short_8: YXZWKUAN

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/YXZWKUANA4D4R6DRXE4DEGWT5C \
  | 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: c5f365500d0707c8f871b938321ad3e888e2467e5de29a8f7ac38c3ad3181a89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d22f91ce86f55025171dc84a1b76a34bf98374c9071ddb9c0865730e798153dc",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-24T20:20:06Z",
    "title_canon_sha256": "920b554cb4efe45bc73c1d68e32cf8db56684112e1f1d673a1ec3d107d549b4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17625",
    "kind": "arxiv",
    "version": 1
  }
}