Pith Number

pith:R66I4LBG

pith:2022:R66I4LBG3VCZZCUPFM7EUS4UF2

not attested not anchored not stored refs pending

DeepTPI: Test Point Insertion with Deep Reinforcement Learning

Liuzheng Wang, Min Li, Naixing Wang, Qiang Xu, Sadaf Khan, Yu Huang, Zhengyuan Shi

arxiv:2206.06975 v2 · 2022-06-07 · cs.LG · cs.AI · cs.AR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R66I4LBG3VCZZCUPFM7EUS4UF2}

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	2026-07-05T04:35:21.591916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8fbc8e2c26dd459c8a8f2b3e4a4b942eabc89d9246085024dcfcc028c9ed6989

Aliases

arxiv: 2206.06975 · arxiv_version: 2206.06975v2 · doi: 10.48550/arxiv.2206.06975 · pith_short_12: R66I4LBG3VCZ · pith_short_16: R66I4LBG3VCZZCUP · pith_short_8: R66I4LBG

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/R66I4LBG3VCZZCUPFM7EUS4UF2 \
  | 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: 8fbc8e2c26dd459c8a8f2b3e4a4b942eabc89d9246085024dcfcc028c9ed6989

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e57fe71a66aee46b60af72523e41cefe6b60b4d9f8fc234565c6e28210ae9013",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.AR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-07T14:13:42Z",
    "title_canon_sha256": "b4a5c5d41df459471d9eef76dd52a9b595fa2d7f7fb8a8e24e15e54694bcb3d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.06975",
    "kind": "arxiv",
    "version": 2
  }
}