Pith Number

pith:L67N5ETM

pith:2024:L67N5ETMKQZ5PUFWIBTRXZ6SQ5

not attested not anchored not stored refs pending

Mixed Q-Functionals: Advancing Value-Based Methods in Cooperative MARL with Continuous Action Domains

S. Reza Ahmadzadeh, Yasin Findik

arxiv:2402.07752 v1 · 2024-02-12 · cs.MA · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L67N5ETMKQZ5PUFWIBTRXZ6SQ5}

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

1 paper in Pith

Advances in Multi-agent Reinforcement Learning: Persistent Autonomy and Robot Learning Lab Report 2024

Receipt and verification

First computed	2026-07-05T07:44:11.846950Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5fbede926c5433d7d0b640671be7d2877b0d59d10f7b32052abf59f94200e6f2

Aliases

arxiv: 2402.07752 · arxiv_version: 2402.07752v1 · doi: 10.48550/arxiv.2402.07752 · pith_short_12: L67N5ETMKQZ5 · pith_short_16: L67N5ETMKQZ5PUFW · pith_short_8: L67N5ETM

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/L67N5ETMKQZ5PUFWIBTRXZ6SQ5 \
  | 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: 5fbede926c5433d7d0b640671be7d2877b0d59d10f7b32052abf59f94200e6f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd372e2a769a5eb5a30adcf7e0506dc90940ae4b9a176f4105aa6af294cf2c73",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-02-12T16:21:50Z",
    "title_canon_sha256": "2af55659e18da412f13e835311573a6ed980f566ca222e9bd35a2a001363f32c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07752",
    "kind": "arxiv",
    "version": 1
  }
}