Pith Number

pith:BRHNZMM2

pith:2020:BRHNZMM2QAMJPOG5Y5IYFRZXUE

not attested not anchored not stored refs pending

QPLEX: Duplex Dueling Multi-Agent Q-Learning

Chongjie Zhang, Jianhao Wang, Terry Liu, Yang Yu, Zhizhou Ren

arxiv:2008.01062 v3 · 2020-08-03 · cs.LG · cs.AI · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BRHNZMM2QAMJPOG5Y5IYFRZXUE}

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

12 papers in Pith

Revisiting Action Factorization for Complex Action Spaces

Phi-Actor-Critic: Steering General-Sum Games to Pareto-Efficient Correlated Equilibria

DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination

Episodic Memory Temporal Consistency for Cooperative Multi-Agent Reinforcement Learning

Interaction-Breaking Adversarial Learning Framework for Robust Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:19:39.833592Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c4edcb19a801897b8ddc75182c737a1272e8eec3b5ed5e8a212082edacf14bc

Aliases

arxiv: 2008.01062 · arxiv_version: 2008.01062v3 · doi: 10.48550/arxiv.2008.01062 · pith_short_12: BRHNZMM2QAMJ · pith_short_16: BRHNZMM2QAMJPOG5 · pith_short_8: BRHNZMM2

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/BRHNZMM2QAMJPOG5Y5IYFRZXUE \
  | 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: 0c4edcb19a801897b8ddc75182c737a1272e8eec3b5ed5e8a212082edacf14bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "223223da691d38c91335df29ca14a1084c88cf251b44574cdc481f73e72b0f97",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-03T17:52:09Z",
    "title_canon_sha256": "a55da67eb2b9a963194f0a3d986b15c05e0d213e8a3a0b8890878f49b7e2beb3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.01062",
    "kind": "arxiv",
    "version": 3
  }
}