Pith Number

pith:FCMJOTPI

pith:2025:FCMJOTPI6DPQALOXKZOTNQUK6B

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning for Inverse Design in Photonic Integrated Circuits

Bodo Rosenhahn, Christoph Reinders, Frederik Schubert, Marco B\"ugling, Maximilian Schier, Yannik Mahlau

arxiv:2506.18627 v1 · 2025-06-23 · cs.LG · 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{FCMJOTPI6DPQALOXKZOTNQUK6B}

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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

Autonomous agentic design for photonics

Receipt and verification

First computed	2026-07-05T11:25:53.318893Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2898974de8f0df002dd7565d36c28af0683ba56c3a29f0d129639ffc3bd5c67b

Aliases

arxiv: 2506.18627 · arxiv_version: 2506.18627v1 · doi: 10.48550/arxiv.2506.18627 · pith_short_12: FCMJOTPI6DPQ · pith_short_16: FCMJOTPI6DPQALOX · pith_short_8: FCMJOTPI

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/FCMJOTPI6DPQALOXKZOTNQUK6B \
  | 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: 2898974de8f0df002dd7565d36c28af0683ba56c3a29f0d129639ffc3bd5c67b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c4f91f0bd50c53b70b536240f51199d7c98e700cc4e69a12b79e13cdc71194b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-23T13:34:27Z",
    "title_canon_sha256": "ee61191be8c430e6797dedadb6f3be399617a0ee713c51ac92cafa6e3574df9d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.18627",
    "kind": "arxiv",
    "version": 1
  }
}