Pith Number

pith:S75TPMIG

pith:2024:S75TPMIGECMJZQZ6VVMOWFDSZ7

not attested not anchored not stored refs pending

QTypeMix: Enhancing Multi-Agent Cooperative Strategies through Heterogeneous and Homogeneous Value Decomposition

Shaojing Zhao, Songchen Fu, Ta Li, Yonghong Yan

arxiv:2408.07098 v1 · 2024-08-12 · cs.MA · 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{S75TPMIGECMJZQZ6VVMOWFDSZ7}

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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

1 paper in Pith

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:55:10.778579Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97fb37b10620989cc33ead58eb1472cfd7798057068c7a159625d8f329888a42

Aliases

arxiv: 2408.07098 · arxiv_version: 2408.07098v1 · doi: 10.48550/arxiv.2408.07098 · pith_short_12: S75TPMIGECMJ · pith_short_16: S75TPMIGECMJZQZ6 · pith_short_8: S75TPMIG

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/S75TPMIGECMJZQZ6VVMOWFDSZ7 \
  | 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: 97fb37b10620989cc33ead58eb1472cfd7798057068c7a159625d8f329888a42

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e60d2381fc682b22e458d14e91207c649407b8776d6f9226f1d178aee06f15a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-08-12T12:27:58Z",
    "title_canon_sha256": "458c03ce3d2827d18687fd7181599f7ba56c710556fafcacdc508c4d9a76303d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.07098",
    "kind": "arxiv",
    "version": 1
  }
}