Pith Number

pith:YC6K2Q5H

pith:2020:YC6K2Q5HPZ7HJE24GQ7DONOTYT

not attested not anchored not stored refs pending

Multi-Agent Determinantal Q-Learning

David Mguni, Jun Wang, Kun Shao, Liheng Chen, Weinan Zhang, Yaodong Yang, Ying Wen

arxiv:2006.01482 v4 · 2020-06-02 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YC6K2Q5HPZ7HJE24GQ7DONOTYT}

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.

Receipt and verification

First computed	2026-07-05T01:09:07.173797Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0bcad43a77e7e74935c343e3735d3c4eb290780e9d75c0857ad608a82865164

Aliases

arxiv: 2006.01482 · arxiv_version: 2006.01482v4 · doi: 10.48550/arxiv.2006.01482 · pith_short_12: YC6K2Q5HPZ7H · pith_short_16: YC6K2Q5HPZ7HJE24 · pith_short_8: YC6K2Q5H

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/YC6K2Q5HPZ7HJE24GQ7DONOTYT \
  | 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: c0bcad43a77e7e74935c343e3735d3c4eb290780e9d75c0857ad608a82865164

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f53b927b04d81a60009e0bdd7f98c24be8e2af50774ed23f8586c9f743b232c2",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-02T09:32:48Z",
    "title_canon_sha256": "8c2545c89f94cede0a8d9cfea5ca6201ab7a18a9ee70ed862ec4c8fe5d3ac303"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.01482",
    "kind": "arxiv",
    "version": 4
  }
}