Pith Number

pith:LVVGDS22

pith:2025:LVVGDS222TNEUSBJWFLXQODPBK

not attested not anchored not stored refs pending

Learning from Suboptimal Data in Continuous Control via Auto-Regressive Soft Q-Network

Chao Yu, Feng Gao, Jijia Liu, Qingmin Liao, Yu Wang

arxiv:2502.00288 v2 · 2025-02-01 · cs.LG · 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{LVVGDS222TNEUSBJWFLXQODPBK}

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.

Receipt and verification

First computed	2026-07-05T11:11:40.321471Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d6a61cb5ad4da4a4829b15778386f0a8d8523ada94c38f1169dc83db410742e

Aliases

arxiv: 2502.00288 · arxiv_version: 2502.00288v2 · doi: 10.48550/arxiv.2502.00288 · pith_short_12: LVVGDS222TNE · pith_short_16: LVVGDS222TNEUSBJ · pith_short_8: LVVGDS22

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/LVVGDS222TNEUSBJWFLXQODPBK \
  | 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: 5d6a61cb5ad4da4a4829b15778386f0a8d8523ada94c38f1169dc83db410742e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e99c036f6a425101488931bfd3aee97a0a990b05abbabee3be8b008c4e1cd14",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-01T03:04:53Z",
    "title_canon_sha256": "fa46760567190a27c91ff7185c9cb0f0bea9e3ce5ca1fe8bc5dc786081b1a37b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00288",
    "kind": "arxiv",
    "version": 2
  }
}