Pith. sign in
Pith Number

pith:ELQYQOS2

pith:2026:ELQYQOS2U3YYMWVUZHSYMOU556
not attested not anchored not stored refs pending

Multi-Objective Reinforcement Learning for Tactical Decision Making for Trucks in Highway Traffic

Deepthi Pathare, Leo Laine, Morteza Haghir Chehreghani

arxiv:2601.18783 v2 · 2026-01-26 · cs.LG · cs.AI · cs.SY · eess.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ELQYQOS2U3YYMWVUZHSYMOU556}

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 2026-06-02T02:04:50.114695Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

22e1883a5aa6f1865ab4c9e5863a9def83b1bdef2a0d7ae7f7d63e60a999e996

Aliases

arxiv: 2601.18783 · arxiv_version: 2601.18783v2 · doi: 10.48550/arxiv.2601.18783 · pith_short_12: ELQYQOS2U3YY · pith_short_16: ELQYQOS2U3YYMWVU · pith_short_8: ELQYQOS2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ELQYQOS2U3YYMWVUZHSYMOU556 \
  | 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: 22e1883a5aa6f1865ab4c9e5863a9def83b1bdef2a0d7ae7f7d63e60a999e996
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c12a98104253350db8e178e828bcc19482f8625ed744cae82c1f609a1f9104d3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-26T18:50:21Z",
    "title_canon_sha256": "87ea42ec4bff746056e1989ccba59cb7a76b5d807f3d7298d331f38a2ca7ca12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.18783",
    "kind": "arxiv",
    "version": 2
  }
}