Pith Number

pith:53MWVM3D

pith:2023:53MWVM3DK2PYRI4VA7J6573SNB

not attested not anchored not stored refs pending

H2O+: An Improved Framework for Hybrid Offline-and-Online RL with Dynamics Gaps

Bingqi Liu, Guyue Zhou, Haocheng Zhao, Haoyi Niu, Jianming Hu, Jianying Zheng, Pengfei Huang, Tianying Ji, Xiangyu Zhu, Xianyuan Zhan

arxiv:2309.12716 v2 · 2023-09-22 · 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{53MWVM3DK2PYRI4VA7J6573SNB}

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

1 paper in Pith

Mind the Sim-to-Real Gap & Think Like a Scientist

Receipt and verification

First computed	2026-07-05T10:49:42.681098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eed96ab363569f88a39507d3eeff72687581ef623f8d0c231e3139693de15828

Aliases

arxiv: 2309.12716 · arxiv_version: 2309.12716v2 · doi: 10.48550/arxiv.2309.12716 · pith_short_12: 53MWVM3DK2PY · pith_short_16: 53MWVM3DK2PYRI4V · pith_short_8: 53MWVM3D

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/53MWVM3DK2PYRI4VA7J6573SNB \
  | 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: eed96ab363569f88a39507d3eeff72687581ef623f8d0c231e3139693de15828

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94304bdc041b99c7ef151505727479b97b64d1ec5cf944964db645d0636ebabd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-22T08:58:22Z",
    "title_canon_sha256": "8a81f44d0260743aef7cbf6186978942fc6d9150eac6247d33606afee7f457dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.12716",
    "kind": "arxiv",
    "version": 2
  }
}