Pith Number

pith:KN7S7E2O

pith:2023:KN7S7E2OWGFX5QDBLJ7EQF2F4F

not attested not anchored not stored refs pending

MICRO: Model-Based Offline Reinforcement Learning with a Conservative Bellman Operator

De-Xing Huang, Guotao Li, Hao Li, Mei-Jiang Gui, Tian-Yu Xiang, Xiao-Hu Zhou, Xiao-Yin Liu, Zeng-Guang Hou

arxiv:2312.03991 v2 · 2023-12-07 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KN7S7E2OWGFX5QDBLJ7EQF2F4F}

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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

Pessimism Principle Can Be Effective: Towards a Framework for Zero-Shot Transfer Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:08:53.321677Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

537f2f934eb18b7ec0615a7e481745e16e473f59c93e4596ec50cfeaf27ce9f3

Aliases

arxiv: 2312.03991 · arxiv_version: 2312.03991v2 · doi: 10.48550/arxiv.2312.03991 · pith_short_12: KN7S7E2OWGFX · pith_short_16: KN7S7E2OWGFX5QDB · pith_short_8: KN7S7E2O

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/KN7S7E2OWGFX5QDBLJ7EQF2F4F \
  | 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: 537f2f934eb18b7ec0615a7e481745e16e473f59c93e4596ec50cfeaf27ce9f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "026a0a54b1e354b0cadeee53f45765a4b0647fc4837441a60f3287322b78b0c3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-07T02:17:45Z",
    "title_canon_sha256": "4de358289498ff660bb2854c01d0b973f74ee1c0ef4ed5a3afdc1c4abd47aa1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03991",
    "kind": "arxiv",
    "version": 2
  }
}