Pith Number

pith:ERKIUPG7

pith:2023:ERKIUPG7UZTXKZVNQHXOY3X2GL

not attested not anchored not stored refs pending

OER: Offline Experience Replay for Continual Offline Reinforcement Learning

Donglin Wang, Li He, Sibo Gai

arxiv:2305.13804 v2 · 2023-05-23 · 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{ERKIUPG7UZTXKZVNQHXOY3X2GL}

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

A Survey of Continual Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:10:14.056455Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24548a3cdfa6677566ad81eeec6efa32c1199b614b7ab1e0cdab28e11d4fa4df

Aliases

arxiv: 2305.13804 · arxiv_version: 2305.13804v2 · doi: 10.48550/arxiv.2305.13804 · pith_short_12: ERKIUPG7UZTX · pith_short_16: ERKIUPG7UZTXKZVN · pith_short_8: ERKIUPG7

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/ERKIUPG7UZTXKZVNQHXOY3X2GL \
  | 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: 24548a3cdfa6677566ad81eeec6efa32c1199b614b7ab1e0cdab28e11d4fa4df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "206b851a0058fef1a89849bb9be751d3ad19f8c4e063b3348e1d51a5e4239ade",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-23T08:16:44Z",
    "title_canon_sha256": "1ed515ab6fc6166c7b86e20cb34a6d860e004dfd94ed10193381c6e7204716be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.13804",
    "kind": "arxiv",
    "version": 2
  }
}