Pith Number

pith:5ZKOA2SO

pith:2024:5ZKOA2SORD3ESHZ7IFA4WUTJUA

not attested not anchored not stored refs pending

Value-Based Deep Multi-Agent Reinforcement Learning with Dynamic Sparse Training

Ling Pan, Longbo Huang, Pihe Hu, Shaolong Li, Zhuoran Li

arxiv:2409.19391 v1 · 2024-09-28 · 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{5ZKOA2SORD3ESHZ7IFA4WUTJUA}

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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

KD-MARL: Resource-Aware Knowledge Distillation in Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:13:14.692442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee54e06a4e88f6491f3f4141cb5269a017f64f18aa957292047b1a2c2224e127

Aliases

arxiv: 2409.19391 · arxiv_version: 2409.19391v1 · doi: 10.48550/arxiv.2409.19391 · pith_short_12: 5ZKOA2SORD3E · pith_short_16: 5ZKOA2SORD3ESHZ7 · pith_short_8: 5ZKOA2SO

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/5ZKOA2SORD3ESHZ7IFA4WUTJUA \
  | 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: ee54e06a4e88f6491f3f4141cb5269a017f64f18aa957292047b1a2c2224e127

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa9c46a6168cd5ba8b6139a0893a758f286ed2bd8b932463245da31ad28107f9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-28T15:57:24Z",
    "title_canon_sha256": "3136c55473f2f8b7b3fcdfb08d3f590ebb07c5d982c2b247eb0daa50c280fd90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.19391",
    "kind": "arxiv",
    "version": 1
  }
}