pith. sign in
Pith Number

pith:MR4EPO5L

pith:2025:MR4EPO5LVCMXG2EQHEJBQEFZWC
not attested not anchored not stored refs pending

Route Recommendations for Traffic Management Under Learned Partial Driver Compliance

Andreas A. Malikopoulos, Cathy Wu, Heeseung Bang, Jung-Hoon Cho

arxiv:2504.02993 v2 · 2025-04-03 · eess.SY · cs.LG · cs.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MR4EPO5LVCMXG2EQHEJBQEFZWC}

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 2026-05-27T01:04:48.180909Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

647847bbaba89973689039121810b9b0ab96924f1dd2ab5f60d475ffbd3379d0

Aliases

arxiv: 2504.02993 · arxiv_version: 2504.02993v2 · doi: 10.48550/arxiv.2504.02993 · pith_short_12: MR4EPO5LVCMX · pith_short_16: MR4EPO5LVCMXG2EQ · pith_short_8: MR4EPO5L
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MR4EPO5LVCMXG2EQHEJBQEFZWC \
  | 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: 647847bbaba89973689039121810b9b0ab96924f1dd2ab5f60d475ffbd3379d0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c03ec00191a819128a418ba1df11fd7e9d1dbc7208965e39b4536db27d965e56",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2025-04-03T19:31:16Z",
    "title_canon_sha256": "96fefb9de0f033e5d4a56b926e6d47caa9c2645a18beea7cd0531638cb87d1e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.02993",
    "kind": "arxiv",
    "version": 2
  }
}