Pith Number

pith:57AGYSW2

pith:2023:57AGYSW24QBC6JAHUAE7NRSW4T

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning Based on Representational Communication for Large-Scale Traffic Signal Control

Christopher Amato, Rohit Bokade, Xiaoning Jin

arxiv:2310.02435 v1 · 2023-10-03 · cs.MA · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{57AGYSW24QBC6JAHUAE7NRSW4T}

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	2026-07-05T06:56:57.310165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

efc06c4adae4022f2407a009f6c656e4c2a4a1951ad9e24e29a18b5bedd84ec2

Aliases

arxiv: 2310.02435 · arxiv_version: 2310.02435v1 · doi: 10.48550/arxiv.2310.02435 · pith_short_12: 57AGYSW24QBC · pith_short_16: 57AGYSW24QBC6JAH · pith_short_8: 57AGYSW2

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/57AGYSW24QBC6JAHUAE7NRSW4T \
  | 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: efc06c4adae4022f2407a009f6c656e4c2a4a1951ad9e24e29a18b5bedd84ec2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61fd50da728f21e29f647b77f9511385870dd7f8737c71b1bdc586a05f2eb9f5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-10-03T21:06:51Z",
    "title_canon_sha256": "a313b14c6d5d19a57d180f35c8fbd8ad59cc9f03cf93cfc10ece05611dadc4c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02435",
    "kind": "arxiv",
    "version": 1
  }
}