Pith Number

pith:DPPCWZLU

pith:2025:DPPCWZLUTI4KQZH2JGK6FASDE3

not attested not anchored not stored refs pending

Towards Reinforcement Learning for Exploration of Speculative Execution Vulnerabilities

Edward Suh, Evan Lai, Mohit Tiwari, Mulong Luo, Wenjie Xiong

arxiv:2502.16756 v2 · 2025-02-24 · cs.CR · 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{DPPCWZLUTI4KQZH2JGK6FASDE3}

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	2026-07-05T10:43:44.357364Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1bde2b65749a38a864fa4995e2824326cfbb8045dc5ca2d1ae2faab3524ea372

Aliases

arxiv: 2502.16756 · arxiv_version: 2502.16756v2 · doi: 10.48550/arxiv.2502.16756 · pith_short_12: DPPCWZLUTI4K · pith_short_16: DPPCWZLUTI4KQZH2 · pith_short_8: DPPCWZLU

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/DPPCWZLUTI4KQZH2JGK6FASDE3 \
  | 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: 1bde2b65749a38a864fa4995e2824326cfbb8045dc5ca2d1ae2faab3524ea372

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67b3382020a603a4c9c4d8771602238c02bc2ea6592a47f0bdd4c9e398a93eb1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-02-24T00:17:57Z",
    "title_canon_sha256": "edc1099dbfeefc16c920e5822b33d1ad54a838dac689c1648e9a54d5831056a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.16756",
    "kind": "arxiv",
    "version": 2
  }
}