Pith Number

pith:Y4FHJ6IG

pith:2025:Y4FHJ6IGZHCNQ242W6GMK76VRR

not attested not anchored not stored refs pending

LaMDAgent: An Autonomous Framework for Post-Training Pipeline Optimization via LLM Agents

Masafumi Oyamada, Taro Yano, Yoichi Ishibashi

arxiv:2505.21963 v1 · 2025-05-28 · cs.CL · 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{Y4FHJ6IGZHCNQ242W6GMK76VRR}

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

ARM: Discovering Agentic Reasoning Modules for Generalizable Multi-Agent Systems

Receipt and verification

First computed	2026-07-05T11:11:06.970897Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c70a74f906c9c4d86b9ab78cc57fd58c42ac4cf0f4254460ebebd6321419922f

Aliases

arxiv: 2505.21963 · arxiv_version: 2505.21963v1 · doi: 10.48550/arxiv.2505.21963 · pith_short_12: Y4FHJ6IGZHCN · pith_short_16: Y4FHJ6IGZHCNQ242 · pith_short_8: Y4FHJ6IG

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/Y4FHJ6IGZHCNQ242W6GMK76VRR \
  | 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: c70a74f906c9c4d86b9ab78cc57fd58c42ac4cf0f4254460ebebd6321419922f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd453dea408198c0453749232abf07557e840ac47a84b172cd872b44a7e231b1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-28T04:30:51Z",
    "title_canon_sha256": "a1968b9eeebc7fad1bea04905065876eea9b7d0ce9d884e581545806869a42bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.21963",
    "kind": "arxiv",
    "version": 1
  }
}