Pith Number

pith:WUFI6RGN

pith:2022:WUFI6RGNWCI2FFOSTQLX3Q3FUQ

not attested not anchored not stored refs pending

Let Offline RL Flow: Training Conservative Agents in the Latent Space of Normalizing Flows

Alexander Nikulin, Denis Tarasov, Dmitriy Akimov, Sergey Kolesnikov, Vladislav Kurenkov

arxiv:2211.11096 v2 · 2022-11-20 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WUFI6RGNWCI2FFOSTQLX3Q3FUQ}

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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

3 papers in Pith

Some Essential Constructive Foundations for Systems and Control

Generative OOD-regularized Model-based Policy Optimization

SERNF: Sample-Efficient Real-World Dexterous Policy Fine-Tuning via Action-Chunked Critics and Normalizing Flows

Receipt and verification

First computed	2026-07-05T05:36:51.209497Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b50a8f44cdb091a295d29c177dc365a41a17de48e5db24abd9cf04da3e0adf52

Aliases

arxiv: 2211.11096 · arxiv_version: 2211.11096v2 · doi: 10.48550/arxiv.2211.11096 · pith_short_12: WUFI6RGNWCI2 · pith_short_16: WUFI6RGNWCI2FFOS · pith_short_8: WUFI6RGN

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/WUFI6RGNWCI2FFOSTQLX3Q3FUQ \
  | 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: b50a8f44cdb091a295d29c177dc365a41a17de48e5db24abd9cf04da3e0adf52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5a866dc08a70c806235fb676e2604cda70626f7ea5fe5eaf73414e932431cb9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-20T21:57:10Z",
    "title_canon_sha256": "3e8fc7cb2e7563b77950716b0db8894f07d6dc5a76131f89f09d8893b9da0f6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.11096",
    "kind": "arxiv",
    "version": 2
  }
}