Pith Number

pith:IPTBB46J

pith:2024:IPTBB46JBLKYD4U37ANQYLRXLB

not attested not anchored not stored refs pending

Field Deployment of Multi-Agent Reinforcement Learning Based Variable Speed Limit Controllers

Clay Weston, Daniel Work, Gautam Biswas, Marcos Qui\~nones-Grueiro, William Barbour, Yuhang Zhang, Zhiyao Zhang

arxiv:2407.08021 v1 · 2024-07-10 · 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{IPTBB46JBLKYD4U37ANQYLRXLB}

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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

Learning Bilateral Team Formation in Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:42:41.952395Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43e610f3c90ad581f29bf81b0c2e37585fb5fde85ffcb551a84f7a6670d5f779

Aliases

arxiv: 2407.08021 · arxiv_version: 2407.08021v1 · doi: 10.48550/arxiv.2407.08021 · pith_short_12: IPTBB46JBLKY · pith_short_16: IPTBB46JBLKYD4U3 · pith_short_8: IPTBB46J

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/IPTBB46JBLKYD4U37ANQYLRXLB \
  | 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: 43e610f3c90ad581f29bf81b0c2e37585fb5fde85ffcb551a84f7a6670d5f779

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3ad2473466d987ffddeff8b9dbda519a84ddf08227e77c4a576595f011d0c1b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-07-10T19:59:59Z",
    "title_canon_sha256": "eac369785940e34de03dd2d314adf3d496bb3b499da03d0eff80bd3f9201bf2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08021",
    "kind": "arxiv",
    "version": 1
  }
}