Pith Number

pith:FPOKZILQ

pith:2023:FPOKZILQRB7YXVDKVB652LRH7C

not attested not anchored not stored refs pending

Towards Robust Offline-to-Online Reinforcement Learning via Uncertainty and Smoothness

Chenjia Bai, Haoyuan Chen, Rui Yang, Xiaoyu Wen, Xudong Yu, Zhen Wang

arxiv:2309.16973 v2 · 2023-09-29 · 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{FPOKZILQRB7YXVDKVB652LRH7C}

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	2026-07-05T09:35:46.310128Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2bdcaca170887f8bd46aa87ddd2e27f89ce287fa9ed2b486942b7c44de55baf1

Aliases

arxiv: 2309.16973 · arxiv_version: 2309.16973v2 · doi: 10.48550/arxiv.2309.16973 · pith_short_12: FPOKZILQRB7Y · pith_short_16: FPOKZILQRB7YXVDK · pith_short_8: FPOKZILQ

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/FPOKZILQRB7YXVDKVB652LRH7C \
  | 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: 2bdcaca170887f8bd46aa87ddd2e27f89ce287fa9ed2b486942b7c44de55baf1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c14c4f9b8b31e775987abead278e1136fec309920965db68688edbe4e498281b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-29T04:42:50Z",
    "title_canon_sha256": "a2a4b1ccd82456dfc32364dec89b2f3792ca5d149200dd6200d7ed7c75414908"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.16973",
    "kind": "arxiv",
    "version": 2
  }
}