Pith Number

pith:OA6EC352

pith:2025:OA6EC352EADPTCXOM5WQIJ45P3

not attested not anchored not stored refs pending

Reinforcement Learning-based Sequential Route Recommendation for System-Optimal Traffic Assignment

Cheng Lyu, Leizhen Wang, Peibo Duan, Zhenliang Ma

arxiv:2505.20889 v1 · 2025-05-27 · 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{OA6EC352EADPTCXOM5WQIJ45P3}

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	2026-07-05T11:10:20.469550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

703c416fba2006f98aee676d04279d7ecddb14db8ee5dbdf452efee75ba284f6

Aliases

arxiv: 2505.20889 · arxiv_version: 2505.20889v1 · doi: 10.48550/arxiv.2505.20889 · pith_short_12: OA6EC352EADP · pith_short_16: OA6EC352EADPTCXO · pith_short_8: OA6EC352

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/OA6EC352EADPTCXOM5WQIJ45P3 \
  | 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: 703c416fba2006f98aee676d04279d7ecddb14db8ee5dbdf452efee75ba284f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c67cdbded9a971e4bcbe27562e1c6cae45fdac00160e880da26bbe3e0246fd0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-27T08:33:02Z",
    "title_canon_sha256": "d8aae7c69ef4cb7e4eb9241803739c09ab9c69184576afb64e2ed22262eca985"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20889",
    "kind": "arxiv",
    "version": 1
  }
}