Pith Number

pith:NQFS4CPK

pith:2022:NQFS4CPK5DP6FRLNZR7C4JIJ2V

not attested not anchored not stored refs pending

Boosting Offline Reinforcement Learning via Data Rebalancing

Bingyi Kang, Gao Huang, Shuicheng Yan, Xiao Ma, Yang Yue, Zhongwen Xu

arxiv:2210.09241 v1 · 2022-10-17 · 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{NQFS4CPK5DP6FRLNZR7C4JIJ2V}

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

2 papers in Pith

Peng's Q($\lambda$) for Conservative Value Estimation in Offline Reinforcement Learning

BiTrajDiff: Bidirectional Trajectory Generation with Diffusion Models for Offline Reinforcement Learning

Receipt and verification

First computed	2026-07-05T05:07:20.431129Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c0b2e09eae8dfe2c56dcc7e2e2509d573b4ad4d5fab0b115f075c0d6a99566e

Aliases

arxiv: 2210.09241 · arxiv_version: 2210.09241v1 · doi: 10.48550/arxiv.2210.09241 · pith_short_12: NQFS4CPK5DP6 · pith_short_16: NQFS4CPK5DP6FRLN · pith_short_8: NQFS4CPK

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/NQFS4CPK5DP6FRLNZR7C4JIJ2V \
  | 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: 6c0b2e09eae8dfe2c56dcc7e2e2509d573b4ad4d5fab0b115f075c0d6a99566e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eda7ed8786d64ea44a787d8d2e227af826f9c93833ce7cbce1ad37f986380e6d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-17T16:34:01Z",
    "title_canon_sha256": "6a5c450f8c7ddbb5c460f5d11d6b595ffb08f7ac17c6d0e9e23179c3ded06c63"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.09241",
    "kind": "arxiv",
    "version": 1
  }
}