Pith Number

pith:5PWGZOPS

pith:2026:5PWGZOPSGNA46TZCFLAQVAZWJV

not attested not anchored not stored refs pending

Dynamic multi-agent deep reinforcement learning-based pricing and incentivization approach in multimodal transportation networks

Carlos Lima Azevedo, Khadidja Kadem, Latifa Oukhellou, Mahdi Zargayouna, Mostafa Ameli

arxiv:2606.23257 v1 · 2026-06-22 · cs.LG · cs.AI · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5PWGZOPSGNA46TZCFLAQVAZWJV}

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	2026-06-23T03:14:15.079798Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ebec6cb9f23341cf4f222ac10a83364d64d2647a64942f7e271e42b817897a15

Aliases

arxiv: 2606.23257 · arxiv_version: 2606.23257v1 · doi: 10.48550/arxiv.2606.23257 · pith_short_12: 5PWGZOPSGNA4 · pith_short_16: 5PWGZOPSGNA46TZC · pith_short_8: 5PWGZOPS

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/5PWGZOPSGNA46TZCFLAQVAZWJV \
  | 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: ebec6cb9f23341cf4f222ac10a83364d64d2647a64942f7e271e42b817897a15

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b43ca356d789c6fd7748b3f377b1d73f696a692e0881e7ffdf3cb6341a967caf",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-22T12:39:40Z",
    "title_canon_sha256": "2bdf04f39a6a901869b5b6e0c4ca019542a52f1447ce794e05f7a00f085c9357"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.23257",
    "kind": "arxiv",
    "version": 1
  }
}