Pith Number

pith:KQ42UFCR

pith:2024:KQ42UFCRUPFC7IXYMLPORR6WM3

not attested not anchored not stored refs pending

The Role of Inherent Bellman Error in Offline Reinforcement Learning with Linear Function Approximation

Ankur Moitra, Noah Golowich

arxiv:2406.11686 v2 · 2024-06-17 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{KQ42UFCRUPFC7IXYMLPORR6WM3}

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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

When Does Trajectory-Level Supervision Permit Efficient Offline Reinforcement Learning?

Receipt and verification

First computed	2026-07-05T08:33:41.823117Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5439aa1451a3ca2fa2f862dee8c7d666d7c0ce74a1a95adfc0cfbf707e4eda94

Aliases

arxiv: 2406.11686 · arxiv_version: 2406.11686v2 · doi: 10.48550/arxiv.2406.11686 · pith_short_12: KQ42UFCRUPFC · pith_short_16: KQ42UFCRUPFC7IXY · pith_short_8: KQ42UFCR

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/KQ42UFCRUPFC7IXYMLPORR6WM3 \
  | 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: 5439aa1451a3ca2fa2f862dee8c7d666d7c0ce74a1a95adfc0cfbf707e4eda94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9799769bc5139b43cf63ca645eeabfddf2c0e1bd12cb091b161f0bf6f4816c8b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-17T16:04:06Z",
    "title_canon_sha256": "be5ed95a47f47b0162c9616a4f41cf2e1bdfba7b6c6b640ffd331fd1d7c0d145"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.11686",
    "kind": "arxiv",
    "version": 2
  }
}