Pith Number

pith:AX5PD35Y

pith:2024:AX5PD35YEUS5WXBZFLFY3F5VFB

not attested not anchored not stored refs pending

A Reinforcement Learning Engine with Reduced Action and State Space for Scalable Cyber-Physical Optimal Response

Ana Goulart, Katherine Davis, Khandaker Akramul Haque, Leen Al Homoud, Shamina Hossain-McKenzie, Shining Sun, Xiang Huo

arxiv:2410.04518 v1 · 2024-10-06 · eess.SY · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AX5PD35YEUS5WXBZFLFY3F5VFB}

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.

Receipt and verification

First computed	2026-07-05T09:16:35.350814Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

05faf1efb82525db5c392acb8d97b52846b0ede8e7b65d7852d7cd277acaae13

Aliases

arxiv: 2410.04518 · arxiv_version: 2410.04518v1 · doi: 10.48550/arxiv.2410.04518 · pith_short_12: AX5PD35YEUS5 · pith_short_16: AX5PD35YEUS5WXBZ · pith_short_8: AX5PD35Y

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/AX5PD35YEUS5WXBZFLFY3F5VFB \
  | 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: 05faf1efb82525db5c392acb8d97b52846b0ede8e7b65d7852d7cd277acaae13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b920373956025014d94e30fc17d222762d89351eeedc211c7c275f0cb00b3ee",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-10-06T15:21:10Z",
    "title_canon_sha256": "016942800270aa41e1946d5dba03c905870941b84f50ee64929dad3534ab3461"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04518",
    "kind": "arxiv",
    "version": 1
  }
}