Pith Number

pith:D3Q2VIXG

pith:2025:D3Q2VIXGVJVZPJSKZ2AXUZJFW3

not attested not anchored not stored refs pending

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2

Saem Hasan, Sanju Basak

arxiv:2502.10299 v1 · 2025-02-14 · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D3Q2VIXGVJVZPJSKZ2AXUZJFW3}

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

Accelerating Reinforcement Learning Algorithms Convergence using Pre-trained Large Language Models as Tutors With Advice Reusing

Receipt and verification

First computed	2026-07-05T10:14:31.311713Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ee1aaa2e6aa6b97a64ace817a6525b6e47299314b4ad83d430a117968e56139

Aliases

arxiv: 2502.10299 · arxiv_version: 2502.10299v1 · doi: 10.48550/arxiv.2502.10299 · pith_short_12: D3Q2VIXGVJVZ · pith_short_16: D3Q2VIXGVJVZPJSK · pith_short_8: D3Q2VIXG

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/D3Q2VIXGVJVZPJSKZ2AXUZJFW3 \
  | 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: 1ee1aaa2e6aa6b97a64ace817a6525b6e47299314b4ad83d430a117968e56139

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39be17baefb00fc3a7bac05289e1043eeda529c267ec87a944124ee9f6f6bccf",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.PL",
    "submitted_at": "2025-02-14T17:01:06Z",
    "title_canon_sha256": "b4099a7c394e02b4512589095db99bae6cdba928e78073ccbe9c6522944cd8fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10299",
    "kind": "arxiv",
    "version": 1
  }
}