Pith. sign in
Pith Number

pith:6Y7JFZ3W

pith:2025:6Y7JFZ3WDEBJUE2RTXGU5Q6VM2
not attested not anchored not stored refs pending

MARCO: Multi-Agent Code Optimization with Real-Time Knowledge Integration for High-Performance Computing

Aidan Walters, Aneesh Tummeti, Asif Rahman, Bryan Torres, Denise Cooney, Dimitrios S. Nikolopoulos, Kathleen Reece, Margaret Ellis, Veljko Cvetkovic, Yasir Hassan

arxiv:2505.03906 v3 · 2025-05-06 · cs.DC · cs.LG · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{6Y7JFZ3WDEBJUE2RTXGU5Q6VM2}

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

5 papers in Pith

On the Road to Personalized Code Intelligence: Portraiting and Assisting Developers Based on Their In-IDE Behaviors
SysLLMatic: Large Language Models are Software System Optimizers
Agentic Reasoning for Large Language Models
A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems
Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory
Receipt and verification
First computed 2026-07-05T11:26:51.003141Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f63e92e77619029a13519dcd4ec3d566a484078111627f6ecf932c4897236a9b

Aliases

arxiv: 2505.03906 · arxiv_version: 2505.03906v3 · doi: 10.48550/arxiv.2505.03906 · pith_short_12: 6Y7JFZ3WDEBJ · pith_short_16: 6Y7JFZ3WDEBJUE2R · pith_short_8: 6Y7JFZ3W
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/6Y7JFZ3WDEBJUE2RTXGU5Q6VM2 \
  | 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: f63e92e77619029a13519dcd4ec3d566a484078111627f6ecf932c4897236a9b
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "3de3db0edc514abc346b3498422af6fc5603af60dca95f74cfa94159efb98fd3",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-05-06T18:22:38Z",
    "title_canon_sha256": "ae5d55aaf6e4941bfd52d304a44a355ac3ce9ecd54bdf7943996071506856af4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.03906",
    "kind": "arxiv",
    "version": 3
  }
}