Pith Number

pith:ZLUVBY7X

pith:2025:ZLUVBY7X3RIUVFP7IIY6ERV5TE

not attested not anchored not stored refs pending

Chunking the Critic: A Transformer-based Soft Actor-Critic with N-Step Returns

Dong Tian, Gerhard Neumann, Onur Celik

arxiv:2503.03660 v4 · 2025-03-05 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZLUVBY7X3RIUVFP7IIY6ERV5TE}

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

Reinforcement Learning with Action Chunking

Adaptive Q-Chunking for Offline-to-Online Reinforcement Learning

Whole-Body Mobile Manipulation using Offline Reinforcement Learning on Sub-optimal Controllers

Receipt and verification

First computed	2026-06-08T01:03:43.719115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cae950e3f7dc514a95ff4231e246bd9929f93c9f12bd9c060e47a7305cd5a0f4

Aliases

arxiv: 2503.03660 · arxiv_version: 2503.03660v4 · doi: 10.48550/arxiv.2503.03660 · pith_short_12: ZLUVBY7X3RIU · pith_short_16: ZLUVBY7X3RIUVFP7 · pith_short_8: ZLUVBY7X

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/ZLUVBY7X3RIUVFP7IIY6ERV5TE \
  | 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: cae950e3f7dc514a95ff4231e246bd9929f93c9f12bd9c060e47a7305cd5a0f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb22d7184e254517ce0d054372a9ab4c399918d71c0c2cb75a4b63804bcc9620",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-05T16:47:36Z",
    "title_canon_sha256": "d85d09b85ea10b4ff3ea6932385c4d40a957da37436d6b1aaaa788e22b6130c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.03660",
    "kind": "arxiv",
    "version": 4
  }
}