Pith Number

pith:HLBZF6WZ

pith:2021:HLBZF6WZC3QCI6XN2TQ4SEFPST

not attested not anchored not stored refs pending

Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble

Gaon An, Hyun Oh Song, Jang-Hyun Kim, Seungyong Moon

arxiv:2110.01548 v2 · 2021-10-04 · 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{HLBZF6WZC3QCI6XN2TQ4SEFPST}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

4 papers in Pith

Guided Action Flow: Q-Guided Inference for Flow-Matching Vision-Language-Action Policies

Abstraction for Offline Goal-Conditioned Reinforcement Learning

RankQ: Offline-to-Online Reinforcement Learning via Self-Supervised Action Ranking

Receipt and verification

First computed	2026-07-05T03:20:04.260207Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ac392fad916e0247aedd4e1c910af94cfa49a991362a9361d8ca4372e3e696d

Aliases

arxiv: 2110.01548 · arxiv_version: 2110.01548v2 · doi: 10.48550/arxiv.2110.01548 · pith_short_12: HLBZF6WZC3QC · pith_short_16: HLBZF6WZC3QCI6XN · pith_short_8: HLBZF6WZ

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/HLBZF6WZC3QCI6XN2TQ4SEFPST \
  | 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: 3ac392fad916e0247aedd4e1c910af94cfa49a991362a9361d8ca4372e3e696d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe9a9f627591f10c98b0792ace00662e98a9b4bd6467474824520a6ea7afd053",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-04T16:40:13Z",
    "title_canon_sha256": "e2c884f8f36fbced71a4a15b4706ccd2a62e1acb4c6c2706c93c44c84dc71ee9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.01548",
    "kind": "arxiv",
    "version": 2
  }
}