Pith Number

pith:HOMQDBMP

pith:2023:HOMQDBMPPCDFHT3FN7DQNN2TBI

not attested not anchored not stored refs pending

${\rm E}(3)$-Equivariant Actor-Critic Methods for Cooperative Multi-Agent Reinforcement Learning

Dingyang Chen, Qi Zhang

arxiv:2308.11842 v3 · 2023-08-23 · cs.MA · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{HOMQDBMPPCDFHT3FN7DQNN2TBI}

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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

cMALC-D: Contextual Multi-Agent LLM-Guided Curriculum Learning with Diversity-Based Context Blending

Receipt and verification

First computed	2026-07-05T08:23:11.373384Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b9901858f788653cf656fc706b7530a107eb8f8e5ca6f11e149e3c6ffbe9c38

Aliases

arxiv: 2308.11842 · arxiv_version: 2308.11842v3 · doi: 10.48550/arxiv.2308.11842 · pith_short_12: HOMQDBMPPCDF · pith_short_16: HOMQDBMPPCDFHT3F · pith_short_8: HOMQDBMP

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/HOMQDBMPPCDFHT3FN7DQNN2TBI \
  | 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: 3b9901858f788653cf656fc706b7530a107eb8f8e5ca6f11e149e3c6ffbe9c38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0894a9b31caa6f44e2a2341d6ced5a08f4b13e2c8a4aaf5b36714790ac6af351",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-08-23T00:18:17Z",
    "title_canon_sha256": "ed7474acaf723ca431524c068d2adb704aff2cebdf5a942a3fb545ab57e4b9dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.11842",
    "kind": "arxiv",
    "version": 3
  }
}