Pith Number

pith:LFDM5MZV

pith:2025:LFDM5MZVT4LGG65PKD6TIPBLGM

not attested not anchored not stored refs pending

Optimization of Epsilon-Greedy Exploration

Ethan Che, Hakan Ceylan, James McInerney, Nathan Kallus

arxiv:2506.03324 v1 · 2025-06-03 · 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{LFDM5MZVT4LGG65PKD6TIPBLGM}

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	2026-07-05T11:15:25.176606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5946ceb3359f16637baf50fd343c2b331ae608b56ab926227bd8bcce0fe78b8f

Aliases

arxiv: 2506.03324 · arxiv_version: 2506.03324v1 · doi: 10.48550/arxiv.2506.03324 · pith_short_12: LFDM5MZVT4LG · pith_short_16: LFDM5MZVT4LGG65P · pith_short_8: LFDM5MZV

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/LFDM5MZVT4LGG65PKD6TIPBLGM \
  | 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: 5946ceb3359f16637baf50fd343c2b331ae608b56ab926227bd8bcce0fe78b8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da61e38f043b054a524baba69231abafb68afebd47b6ef2f83d2b0a208879933",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-03T19:14:53Z",
    "title_canon_sha256": "3d09df9a266a64660a2b24668ccbd779d8f18aef59a9901914f83acce2e0094c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03324",
    "kind": "arxiv",
    "version": 1
  }
}