Pith Number

pith:QKRICVTZ

pith:2023:QKRICVTZBZZEBALM6Q7UWNVTT4

not attested not anchored not stored refs pending

Cross-domain Random Pre-training with Prototypes for Reinforcement Learning

Boyu Li, Dongbin Zhao, Haoran Li, Xin Liu, Yaran Chen

arxiv:2302.05614 v5 · 2023-02-11 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QKRICVTZBZZEBALM6Q7UWNVTT4}

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

DeepCEE: Efficient Cross-Region Model Distributed Training System under Heterogeneous GPUs and Networks

Receipt and verification

First computed	2026-07-05T10:37:19.932451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82a28156790e7240816cf43f4b36b39f0309e8ec0e3a1fe5b1c1332a219f5b9a

Aliases

arxiv: 2302.05614 · arxiv_version: 2302.05614v5 · doi: 10.48550/arxiv.2302.05614 · pith_short_12: QKRICVTZBZZE · pith_short_16: QKRICVTZBZZEBALM · pith_short_8: QKRICVTZ

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/QKRICVTZBZZEBALM6Q7UWNVTT4 \
  | 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: 82a28156790e7240816cf43f4b36b39f0309e8ec0e3a1fe5b1c1332a219f5b9a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "937e6220d54a4f091b0c0a6627a432f86b69dc6b2f3a1d25d50fde8948016007",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-11T06:32:28Z",
    "title_canon_sha256": "9470ab03c4dab0e49a1da0e6f0b04300de433d6fa5a6d93c5203f076a44a7ec9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.05614",
    "kind": "arxiv",
    "version": 5
  }
}