Pith Number

pith:2NYSW7EX

pith:2022:2NYSW7EXIRR7KQCQ3NFTVHNBI2

not attested not anchored not stored refs pending

Near-optimal Offline Reinforcement Learning with Linear Representation: Leveraging Variance Information with Pessimism

Mengdi Wang, Ming Yin, Yaqi Duan, Yu-Xiang Wang

arxiv:2203.05804 v1 · 2022-03-11 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{2NYSW7EXIRR7KQCQ3NFTVHNBI2}

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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

2 papers in Pith

Privacy Preserving Reinforcement Learning with One-Sided Feedback

Provably Efficient Offline-to-Online Value Adaptation with General Function Approximation

Receipt and verification

First computed	2026-07-05T04:04:09.782621Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3712b7c974463f54050db4b3a9da146afb26f8eb6c9dbeeb3b5cbe893e095c2

Aliases

arxiv: 2203.05804 · arxiv_version: 2203.05804v1 · doi: 10.48550/arxiv.2203.05804 · pith_short_12: 2NYSW7EXIRR7 · pith_short_16: 2NYSW7EXIRR7KQCQ · pith_short_8: 2NYSW7EX

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/2NYSW7EXIRR7KQCQ3NFTVHNBI2 \
  | 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: d3712b7c974463f54050db4b3a9da146afb26f8eb6c9dbeeb3b5cbe893e095c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f68f7306bd37f5cde5e59410cb149631cb76ceb226f5e5c19d05aaee1664bdf",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-11T09:00:12Z",
    "title_canon_sha256": "6f6884f3bf45b16df6e35fc267377176f228d0fbcff9397c7a88ea496ca643b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.05804",
    "kind": "arxiv",
    "version": 1
  }
}