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Pith Number

pith:F3E7HCA2

pith:2025:F3E7HCA22LM4ZQK3CRBX4ZESIW
not attested not anchored not stored refs pending

Inverse design of the transmission matrix in a random system using Reinforcement Learning

Yuhao Kang

arxiv:2506.13057 v1 · 2025-06-16 · physics.optics · cond-mat.dis-nn · cs.LG · physics.app-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{F3E7HCA22LM4ZQK3CRBX4ZESIW}

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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.
Receipt and verification
First computed 2026-07-05T11:22:04.456592Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2ec9f3881ad2d9ccc15b14437e649245a5cddab5fdfb59f4f2edc3c1bfa4ba86

Aliases

arxiv: 2506.13057 · arxiv_version: 2506.13057v1 · doi: 10.48550/arxiv.2506.13057 · pith_short_12: F3E7HCA22LM4 · pith_short_16: F3E7HCA22LM4ZQK3 · pith_short_8: F3E7HCA2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/F3E7HCA22LM4ZQK3CRBX4ZESIW \
  | 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: 2ec9f3881ad2d9ccc15b14437e649245a5cddab5fdfb59f4f2edc3c1bfa4ba86
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c750bd6b78ca12e3c506db01673f7c6491106e756ab3507eea3cd9e41b1ec19e",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.LG",
      "physics.app-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.optics",
    "submitted_at": "2025-06-16T02:58:56Z",
    "title_canon_sha256": "1aaf3783a8d0bb61e0940fdd92168f72302ab9bc4bc474722032b8c0ed52d6fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13057",
    "kind": "arxiv",
    "version": 1
  }
}