Pith Number

pith:BA5XDTTS

pith:2023:BA5XDTTSAQBO4J5JROXASYKFKK

not attested not anchored not stored refs pending

Variance-aware robust reinforcement learning with linear function approximation under heavy-tailed rewards

Qiang Sun, Xiang Li

arxiv:2303.05606 v2 · 2023-03-09 · cs.LG · cs.AI · math.ST · stat.ML · stat.TH

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BA5XDTTSAQBO4J5JROXASYKFKK}

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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

Adaptive Resolving Methods for Reinforcement Learning with Function Approximations

Receipt and verification

First computed	2026-07-05T05:51:04.327768Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

083b71ce720402ee27a98bae0961455293b1ed1aa042e08ec16635b8a1ab3652

Aliases

arxiv: 2303.05606 · arxiv_version: 2303.05606v2 · doi: 10.48550/arxiv.2303.05606 · pith_short_12: BA5XDTTSAQBO · pith_short_16: BA5XDTTSAQBO4J5J · pith_short_8: BA5XDTTS

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/BA5XDTTSAQBO4J5JROXASYKFKK \
  | 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: 083b71ce720402ee27a98bae0961455293b1ed1aa042e08ec16635b8a1ab3652

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a916f7c573b704c448855f210ae69a0301b2fafb83f8768d10ed7e0c3f6611ca",
    "cross_cats_sorted": [
      "cs.AI",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-09T22:16:28Z",
    "title_canon_sha256": "535ed8d63f0ce946b79b51a35386f5697ea30c6dce88c73b050dc5ddb1737201"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.05606",
    "kind": "arxiv",
    "version": 2
  }
}