Pith Number

pith:JQQKAGWN

pith:2024:JQQKAGWNSM7MZ7CQKPVM6ROOLW

not attested not anchored not stored refs pending

MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts

Chi Xu, Jianan Zhou, Jie Zhang, Wen Song, Yaoxin Wu, Yining Ma, Zhiguang Cao

arxiv:2405.01029 v2 · 2024-05-02 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JQQKAGWNSM7MZ7CQKPVM6ROOLW}

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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.

Cited by

3 papers in Pith

Deft Scheduling of Dynamic Cloud Workflows with Varying Deadlines via Mixture-of-Experts

Multi-Agent Environments for Vehicle Routing Problems

Vehicle-as-Prompt: A Unified Deep Reinforcement Learning Framework for Heterogeneous Fleet Vehicle Routing Problem

Receipt and verification

First computed	2026-07-05T08:15:50.723855Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c20a01acd933eccfc5053eacf45ce5d91777a04eee2a7a9d13a3c6b66bd60a1

Aliases

arxiv: 2405.01029 · arxiv_version: 2405.01029v2 · doi: 10.48550/arxiv.2405.01029 · pith_short_12: JQQKAGWNSM7M · pith_short_16: JQQKAGWNSM7MZ7CQ · pith_short_8: JQQKAGWN

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/JQQKAGWNSM7MZ7CQKPVM6ROOLW \
  | 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: 4c20a01acd933eccfc5053eacf45ce5d91777a04eee2a7a9d13a3c6b66bd60a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68e6583710aae1696bd12de0b1108bab7639fe077a4b553c57d6c3f97a77e910",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-05-02T06:02:07Z",
    "title_canon_sha256": "aad5ea44f1191bba5a44401f7c03c7eed5160c0596d95fdeafb15393d76b23a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.01029",
    "kind": "arxiv",
    "version": 2
  }
}