Pith Number

pith:XHPEH5OA

pith:2023:XHPEH5OACJLUBSHR4ZLOIKKXVI

not attested not anchored not stored refs pending

PROTO: Iterative Policy Regularized Offline-to-Online Reinforcement Learning

Haoran Xu, Jianxiong Li, Jingjing Liu, Xianyuan Zhan, Xiao Hu, Ya-Qin Zhang

arxiv:2305.15669 v1 · 2023-05-25 · 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{XHPEH5OACJLUBSHR4ZLOIKKXVI}

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

ROAD: Adaptive Data Mixing for Offline-to-Online Reinforcement Learning via Bi-Level Optimization

Receipt and verification

First computed	2026-07-05T06:13:43.075103Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9de43f5c0125740c8f1e656e42957aa00f2bb4d4836f4b731e7c80f1c7f46d8

Aliases

arxiv: 2305.15669 · arxiv_version: 2305.15669v1 · doi: 10.48550/arxiv.2305.15669 · pith_short_12: XHPEH5OACJLU · pith_short_16: XHPEH5OACJLUBSHR · pith_short_8: XHPEH5OA

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/XHPEH5OACJLUBSHR4ZLOIKKXVI \
  | 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: b9de43f5c0125740c8f1e656e42957aa00f2bb4d4836f4b731e7c80f1c7f46d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c23cf991c462b2a384589326fd91ca5f0026b07f89b87f32486f47eab2774087",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-25T02:40:32Z",
    "title_canon_sha256": "efd4fad4c8db92ae02b218002aeee066e283a7acadaf7484e3f6f2d5219c9942"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.15669",
    "kind": "arxiv",
    "version": 1
  }
}