Pith Number

pith:3T5HLDQQ

pith:2021:3T5HLDQQKTUBFO7N2N73A3IONY

not attested not anchored not stored refs pending

Revisiting Design Choices in Offline Model-Based Reinforcement Learning

Cong Lu, Jack Parker-Holder, Michael A. Osborne, Philip J. Ball, Stephen J. Roberts

arxiv:2110.04135 v2 · 2021-10-08 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3T5HLDQQKTUBFO7N2N73A3IONY}

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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

Stationary Robust Mean-Field Games under Model Mismatches

VIPO: Value Function Inconsistency Penalized Offline Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:05:35.510655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dcfa758e1054e812bbedd37fb06d0e6e3acc053c3d59e281a0e4ef4186edba40

Aliases

arxiv: 2110.04135 · arxiv_version: 2110.04135v2 · doi: 10.48550/arxiv.2110.04135 · pith_short_12: 3T5HLDQQKTUB · pith_short_16: 3T5HLDQQKTUBFO7N · pith_short_8: 3T5HLDQQ

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/3T5HLDQQKTUBFO7N2N73A3IONY \
  | 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: dcfa758e1054e812bbedd37fb06d0e6e3acc053c3d59e281a0e4ef4186edba40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee0ca840467edfe06494798c608719e5bf6f571b768a58188ca852138aee5625",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-08T13:51:34Z",
    "title_canon_sha256": "322ebb18e1b6d20c8ec296d68d7ba94ad54fcee7ce0e7f975e6dc6a71aebf2cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.04135",
    "kind": "arxiv",
    "version": 2
  }
}