Pith Number

pith:YH7LASL3

pith:2025:YH7LASL355LWUX2EE3FSOX7HJ4

not attested not anchored not stored refs pending

Optimizing Efficiency of Mixed Traffic through Reinforcement Learning: A Topology-Independent Approach and Benchmark

Chuyang Xiao, Dawei Wang, Jia Pan, Xinzheng Tang, Yuexin Ma

arxiv:2501.16728 v1 · 2025-01-28 · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YH7LASL355LWUX2EE3FSOX7HJ4}

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	2026-07-05T10:06:17.810254Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1feb0497bef576a5f4426cb275fe74f3ad95d80d393382bab0aa92263f337c6

Aliases

arxiv: 2501.16728 · arxiv_version: 2501.16728v1 · doi: 10.48550/arxiv.2501.16728 · pith_short_12: YH7LASL355LW · pith_short_16: YH7LASL355LWUX2E · pith_short_8: YH7LASL3

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/YH7LASL355LWUX2EE3FSOX7HJ4 \
  | 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: c1feb0497bef576a5f4426cb275fe74f3ad95d80d393382bab0aa92263f337c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0266286da5f74e5e43a3ba81db51e37f96bc071affeb29f81e1bc32e9fe1b5c3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-01-28T06:12:24Z",
    "title_canon_sha256": "907a4aca735c9d868aa99b45c2ba0ce16e15c7b1aa5166fe9c2191ec9f56f000"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16728",
    "kind": "arxiv",
    "version": 1
  }
}