Pith Number

pith:IDFQIQ7Y

pith:2023:IDFQIQ7YK2TSMHXTJUDCQUODPZ

not attested not anchored not stored refs pending

Tackling Heavy-Tailed Rewards in Reinforcement Learning with Function Approximation: Minimax Optimal and Instance-Dependent Regret Bounds

Han Zhong, Jiayi Huang, Lin F. Yang, Liwei Wang

arxiv:2306.06836 v3 · 2023-06-12 · cs.LG · cs.AI · 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{IDFQIQ7YK2TSMHXTJUDCQUODPZ}

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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.

Receipt and verification

First computed	2026-07-05T07:53:08.648043Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40cb0443f856a7261ef34d062851c37e418af6d8be74dee0e45c2f3b65398cb8

Aliases

arxiv: 2306.06836 · arxiv_version: 2306.06836v3 · doi: 10.48550/arxiv.2306.06836 · pith_short_12: IDFQIQ7YK2TS · pith_short_16: IDFQIQ7YK2TSMHXT · pith_short_8: IDFQIQ7Y

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/IDFQIQ7YK2TSMHXTJUDCQUODPZ \
  | 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: 40cb0443f856a7261ef34d062851c37e418af6d8be74dee0e45c2f3b65398cb8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b79e39ae281e4df3594aecebd62660dbbf70b4ab9fa52104bda07b2469e5d2af",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-12T02:56:09Z",
    "title_canon_sha256": "b357f179cec1287c9ea99c2735119288e35d63707aa8d9184c32dcdf86520e19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.06836",
    "kind": "arxiv",
    "version": 3
  }
}