Pith Number

pith:6HJAKUH6

pith:2023:6HJAKUH6AOTDCCFIPZEGHHRKW3

not attested not anchored not stored refs pending

A Novel Multi-Agent Deep RL Approach for Traffic Signal Control

Shangbo Wang, Shijie Wang

arxiv:2306.02684 v1 · 2023-06-05 · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6HJAKUH6AOTDCCFIPZEGHHRKW3}

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	2026-07-05T06:17:30.158158Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1d20550fe03a63108a87e48639e2ab6ed56663f99f6f19cf11b691467cf5a39

Aliases

arxiv: 2306.02684 · arxiv_version: 2306.02684v1 · doi: 10.48550/arxiv.2306.02684 · pith_short_12: 6HJAKUH6AOTD · pith_short_16: 6HJAKUH6AOTDCCFI · pith_short_8: 6HJAKUH6

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/6HJAKUH6AOTDCCFIPZEGHHRKW3 \
  | 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: f1d20550fe03a63108a87e48639e2ab6ed56663f99f6f19cf11b691467cf5a39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db841345b66f2fb69b02adfa149ca1a6e470f1dcc6e16f69b80b7c59bba96512",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-06-05T08:20:37Z",
    "title_canon_sha256": "120a901ede5e93d954361b46857789443ff40c64a763ed329dbc8f6d30309c23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.02684",
    "kind": "arxiv",
    "version": 1
  }
}