Pith Number

pith:W4GQJHCH

pith:2022:W4GQJHCHFTVZ6Z7GDMH4S5ATJY

not attested not anchored not stored refs pending

A Policy-Guided Imitation Approach for Offline Reinforcement Learning

Haoran Xu, Jianxiong Li, Li Jiang, Xianyuan Zhan

arxiv:2210.08323 v3 · 2022-10-15 · 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{W4GQJHCHFTVZ6Z7GDMH4S5ATJY}

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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

Abstraction for Offline Goal-Conditioned Reinforcement Learning

Receipt and verification

First computed	2026-07-05T05:58:17.573981Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b70d049c472ceb9f67e61b0fc974134e1025e388ebd4f21a86537e758af9eae7

Aliases

arxiv: 2210.08323 · arxiv_version: 2210.08323v3 · doi: 10.48550/arxiv.2210.08323 · pith_short_12: W4GQJHCHFTVZ · pith_short_16: W4GQJHCHFTVZ6Z7G · pith_short_8: W4GQJHCH

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/W4GQJHCHFTVZ6Z7GDMH4S5ATJY \
  | 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: b70d049c472ceb9f67e61b0fc974134e1025e388ebd4f21a86537e758af9eae7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5965da1c1751fd47adf750482b87534c8c470996bc017f3f44f42ed008e447a8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-15T15:54:28Z",
    "title_canon_sha256": "c0f845f46d821f1f7806d13c18da19020db06e8814a717a52e6d79112d99d0d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.08323",
    "kind": "arxiv",
    "version": 3
  }
}