Pith Number

pith:OH7QZQ7C

pith:2021:OH7QZQ7C5QAU53DAIH2WB66ZNS

not attested not anchored not stored refs pending

Anti-Concentrated Confidence Bonuses for Scalable Exploration

Akshay Krishnamurthy, Cyril Zhang, Jordan T. Ash, Sham Kakade, Surbhi Goel

arxiv:2110.11202 v2 · 2021-10-21 · 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{OH7QZQ7C5QAU53DAIH2WB66ZNS}

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.

Cited by

1 paper in Pith

Quantile of Means: A Bonus-Free Ensemble Method for Minimax Optimal Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:13:44.372718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71ff0cc3e2ec014eec6041f560fbd96c9304b9be7f284e49c3e6b10a3d24676b

Aliases

arxiv: 2110.11202 · arxiv_version: 2110.11202v2 · doi: 10.48550/arxiv.2110.11202 · pith_short_12: OH7QZQ7C5QAU · pith_short_16: OH7QZQ7C5QAU53DA · pith_short_8: OH7QZQ7C

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/OH7QZQ7C5QAU53DAIH2WB66ZNS \
  | 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: 71ff0cc3e2ec014eec6041f560fbd96c9304b9be7f284e49c3e6b10a3d24676b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "650641ef8291451698d8665ab1b91051d7fba4285fed8d168585b2e402c1c311",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-21T15:25:15Z",
    "title_canon_sha256": "cdb883047381a27d0930d476e4aff78f7d8808175c12df94d8a5b1c67f60be5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.11202",
    "kind": "arxiv",
    "version": 2
  }
}