Pith Number

pith:B6H6XRM6

pith:2024:B6H6XRM6RWZSBL7F3HTOWHUWJ2

not attested not anchored not stored refs pending

Offline Actor-Critic Reinforcement Learning Scales to Large Models

Abbas Abdolmaleki, Jingwei Zhang, Jost Tobias Springenberg, Martin Riedmiller, Michael Bloesch, Nicolas Heess, Oliver Groth, Philemon Brakel, Roland Hafner, Sarah Bechtle, Steven Kapturowski, Thomas Lampe

arxiv:2402.05546 v1 · 2024-02-08 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B6H6XRM6RWZSBL7F3HTOWHUWJ2}

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

3 papers in Pith

Sample-Mean Anchored Thompson Sampling for Offline-to-Online Learning with Distribution Shift

Towards Efficient and Expressive Offline RL via Flow-Anchored Noise-conditioned Q-Learning

Receipt and verification

First computed	2026-07-05T07:42:52.262145Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f8febc59e8db320afe5d9e6eb1e964e84131612a4db9a64ce1e1d09f1425fa1

Aliases

arxiv: 2402.05546 · arxiv_version: 2402.05546v1 · doi: 10.48550/arxiv.2402.05546 · pith_short_12: B6H6XRM6RWZS · pith_short_16: B6H6XRM6RWZSBL7F · pith_short_8: B6H6XRM6

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/B6H6XRM6RWZSBL7F3HTOWHUWJ2 \
  | 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: 0f8febc59e8db320afe5d9e6eb1e964e84131612a4db9a64ce1e1d09f1425fa1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "892498aab54099109d6e744c83c867cbc379de8aba7b1aba1d04b47a75ef025d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-08T10:29:46Z",
    "title_canon_sha256": "8de4c7169bbee4c291421ca061d14b97157f8cac24a4d696ff52d333dc147abd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05546",
    "kind": "arxiv",
    "version": 1
  }
}