Pith Number

pith:VTE45LMT

pith:2026:VTE45LMTHXKT45R6WCJC2E4FJE

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning from Delayed Marketplace Feedback for Objective-Weight Adaptation in Three-Sided Dispatch

Haochen Wu, Shiguang Xie, Yi Hou

arxiv:2606.13604 v1 · 2026-06-11 · cs.AI · cs.LG · 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{VTE45LMTHXKT45R6WCJC2E4FJE}

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	2026-06-12T01:10:12.620586Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

acc9cead933dd53e763eb0922d1385491ba77d64a73e90f25a4ba192352dc8d6

Aliases

arxiv: 2606.13604 · arxiv_version: 2606.13604v1 · doi: 10.48550/arxiv.2606.13604 · pith_short_12: VTE45LMTHXKT · pith_short_16: VTE45LMTHXKT45R6 · pith_short_8: VTE45LMT

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/VTE45LMTHXKT45R6WCJC2E4FJE \
  | 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: acc9cead933dd53e763eb0922d1385491ba77d64a73e90f25a4ba192352dc8d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9460a211193487e8cc2b815ca019db42b984466b6ca1c7e6b005a32c6c57d43c",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-11T17:21:20Z",
    "title_canon_sha256": "23d8fcf5f9d4e776f9f373dbf18cb1b3b17596b2551e9f853d876f0e09070d73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.13604",
    "kind": "arxiv",
    "version": 1
  }
}