Pith Number

pith:AS2W6DWO

pith:2025:AS2W6DWOBKYGYQCL34MRALZNWS

not attested not anchored not stored refs pending

A Hierarchical Signal Coordination and Control System Using a Hybrid Model-based and Reinforcement Learning Approach

H. Michael Zhang, Shenyang Chen, Xianyue Peng

arxiv:2508.20102 v1 · 2025-08-12 · eess.SY · cs.AI · 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{AS2W6DWOBKYGYQCL34MRALZNWS}

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	2026-07-05T12:00:29.461782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04b56f0ece0ab06c404bdf19102f2db48021d81f226678852e7f4de022d3ec4c

Aliases

arxiv: 2508.20102 · arxiv_version: 2508.20102v1 · doi: 10.48550/arxiv.2508.20102 · pith_short_12: AS2W6DWOBKYG · pith_short_16: AS2W6DWOBKYGYQCL · pith_short_8: AS2W6DWO

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/AS2W6DWOBKYGYQCL34MRALZNWS \
  | 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: 04b56f0ece0ab06c404bdf19102f2db48021d81f226678852e7f4de022d3ec4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc3435225fe483e7bae113ee8ab961fef70a7411cfebea696fe41d43119bf846",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2025-08-12T03:10:06Z",
    "title_canon_sha256": "d1c0213ae31ab64ce8db05ae442169dc02bbaa8fd1c2bc060de59d76ff9d07fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.20102",
    "kind": "arxiv",
    "version": 1
  }
}