Pith Number

pith:7HVG5466

pith:2026:7HVG5466E6VVMYT6KS35DEUARK

not attested not anchored not stored refs pending

Beyond Isolation: Unlocking Reinforcement Learning Component Synergy for Sample-Efficient Continuous Control

Dacheng Tao, Guozheng Ma, Haoyu Wang, Jian Sha, Lu Li, Qi Zhao, Tiantian Zhang, Xueqian Wang, Yilun Kong, Yongzhe Chang, Yuxing Wang, Zilin Wang

arxiv:2608.07086 v1 · 2026-08-07 · 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{7HVG5466E6VVMYT6KS35DEUARK}

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	2026-08-10T01:13:10.724957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9ea6ef3de27ab56627e54b7d192808a9f0f549db0c77bd48b81e10a0d4b4a52

Aliases

arxiv: 2608.07086 · arxiv_version: 2608.07086v1 · doi: 10.48550/arxiv.2608.07086 · pith_short_12: 7HVG5466E6VV · pith_short_16: 7HVG5466E6VVMYT6 · pith_short_8: 7HVG5466

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/7HVG5466E6VVMYT6KS35DEUARK \
  | 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: f9ea6ef3de27ab56627e54b7d192808a9f0f549db0c77bd48b81e10a0d4b4a52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f86026e0954aa52a274b1a57888a283518b6f94bdb47b4e0fa7356e2243a2b47",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-07T10:38:31Z",
    "title_canon_sha256": "d8a3c865d442a7663be1f5d15590b8ad644684d7cdab38eee0bf3dbf5fb11d39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.07086",
    "kind": "arxiv",
    "version": 1
  }
}