Pith Number

pith:2BWX66IF

pith:2026:2BWX66IFN3SDRHGWBINNF73NP5

not attested not anchored not stored refs pending

Relational Multi-Agent Reinforcement Learning for Dynamic Pricing in High-Speed Railway Markets

David Mu\~noz-Valero, Enrique Adrian Villarrubia-Martin, Giovanni Montana, Luis Jimenez-Linares, Luis Rodriguez-Benitez

arxiv:2607.05179 v1 · 2026-07-06 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2BWX66IFN3SDRHGWBINNF73NP5}

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	2026-07-07T03:19:18.796535Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d06d7f79056ee4389cd60a1ad2ff6d7f623624d5e0bb38ee20c7656ab0d3ca3d

Aliases

arxiv: 2607.05179 · arxiv_version: 2607.05179v1 · doi: 10.48550/arxiv.2607.05179 · pith_short_12: 2BWX66IFN3SD · pith_short_16: 2BWX66IFN3SDRHGW · pith_short_8: 2BWX66IF

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/2BWX66IFN3SDRHGWBINNF73NP5 \
  | 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: d06d7f79056ee4389cd60a1ad2ff6d7f623624d5e0bb38ee20c7656ab0d3ca3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d24441f019064dfadf9067a6e8456f2853a9492407860bc90386762f52bd04c3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-06T14:58:26Z",
    "title_canon_sha256": "fd424824975766ade22486e789827eeb3c484fb214ba72c66a40c2f60f863f70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.05179",
    "kind": "arxiv",
    "version": 1
  }
}