Pith Number

pith:A4LEWSSW

pith:2022:A4LEWSSWR2KLP773HXX4GQM6Q7

not attested not anchored not stored refs pending

A General Framework for Sample-Efficient Function Approximation in Reinforcement Learning

Angela Yuan, Chris Junchi Li, Michael I. Jordan, Quanquan Gu, Zixiang Chen

arxiv:2209.15634 v1 · 2022-09-30 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{A4LEWSSWR2KLP773HXX4GQM6Q7}

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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

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

Receipt and verification

First computed	2026-07-05T05:02:21.808687Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07164b4a568e94b7fffb3defc3419e87df88952c05b89daf3ea848a4d1107a36

Aliases

arxiv: 2209.15634 · arxiv_version: 2209.15634v1 · doi: 10.48550/arxiv.2209.15634 · pith_short_12: A4LEWSSWR2KL · pith_short_16: A4LEWSSWR2KLP773 · pith_short_8: A4LEWSSW

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/A4LEWSSWR2KLP773HXX4GQM6Q7 \
  | 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: 07164b4a568e94b7fffb3defc3419e87df88952c05b89daf3ea848a4d1107a36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50c752108716f889bac733b9c96af8b1cafb4b38e41993e1f69c52d2e526cab4",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-30T17:59:16Z",
    "title_canon_sha256": "7f182231176213b2b1064786d9350195295371de90f7dee974cd8834cfe242f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.15634",
    "kind": "arxiv",
    "version": 1
  }
}