Pith Number

pith:DTYIYU2X

pith:2024:DTYIYU2XCTWH6QB7EKM7KY23FF

not attested not anchored not stored refs pending

Exploring Critical Testing Scenarios for Decision-Making Policies: An LLM Approach

Huaxin Pei, Jingxuan Yang, Qianchuan Zhao, Weichao Xu, Yi Zhang, Yuchen Shi

arxiv:2412.06684 v2 · 2024-12-09 · 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{DTYIYU2XCTWH6QB7EKM7KY23FF}

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	2026-07-05T09:49:13.766282Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1cf08c535714ec7f403f2299f5635b294349acb4e9af45eda21d1961b13ebf1b

Aliases

arxiv: 2412.06684 · arxiv_version: 2412.06684v2 · doi: 10.48550/arxiv.2412.06684 · pith_short_12: DTYIYU2XCTWH · pith_short_16: DTYIYU2XCTWH6QB7 · pith_short_8: DTYIYU2X

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/DTYIYU2XCTWH6QB7EKM7KY23FF \
  | 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: 1cf08c535714ec7f403f2299f5635b294349acb4e9af45eda21d1961b13ebf1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c72865db54584fa591cc0530953c51cdf3e4b353f81e0e658a08b7ec0d18cf4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-09T17:27:04Z",
    "title_canon_sha256": "572801188326f52b659de4dedaa1f92fcc0bdac03da2f540375922ec44afa4ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06684",
    "kind": "arxiv",
    "version": 2
  }
}