Pith Number

pith:ZI2VCQZ3

pith:2017:ZI2VCQZ3TQI63BEUJDHWZL2XXS

not attested not anchored not stored refs pending

Value-Decomposition Networks For Cooperative Multi-Agent Learning

Audrunas Gruslys, Guy Lever, Joel Z. Leibo, Karl Tuyls, Marc Lanctot, Max Jaderberg, Nicolas Sonnerat, Peter Sunehag, Thore Graepel, Vinicius Zambaldi, Wojciech Marian Czarnecki

arxiv:1706.05296 v1 · 2017-06-16 · 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{ZI2VCQZ3TQI63BEUJDHWZL2XXS}

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.

Cited by

26 papers in Pith

Growing Action Spaces

Optimistic {\epsilon}-Greedy Exploration for Cooperative Multi-Agent Reinforcement Learning

Wolfpack Adversarial Attack for Robust Multi-Agent Reinforcement Learning

Reflection of Episodes: Learning to Play Game from Expert and Self Experiences

Enhancing Cloud Network Resilience via a Robust LLM-Empowered Multi-Agent Reinforcement Learning Framework

Receipt and verification

First computed	2026-05-18T00:42:14.172761Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca3551433b9c11ed849448cf6caf57bca32ea2bb1276f34d5f85be71d0d86b6a

Aliases

arxiv: 1706.05296 · arxiv_version: 1706.05296v1 · doi: 10.48550/arxiv.1706.05296 · pith_short_12: ZI2VCQZ3TQI6 · pith_short_16: ZI2VCQZ3TQI63BEU · pith_short_8: ZI2VCQZ3

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/ZI2VCQZ3TQI63BEUJDHWZL2XXS \
  | 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: ca3551433b9c11ed849448cf6caf57bca32ea2bb1276f34d5f85be71d0d86b6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "471eefde333af8de058211a9aec266e746b62f024e1c235d8c0aa6074777cd37",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-06-16T14:47:21Z",
    "title_canon_sha256": "ddd35dad0b591b55ce426fad78fb1945026a092bca13895d1f936c959bf4eb5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.05296",
    "kind": "arxiv",
    "version": 1
  }
}