Pith Number

pith:4THC63ZN

pith:2021:4THC63ZNFQRPT5TMM4A645UYCA

not attested not anchored not stored refs pending

Decomposed Soft Actor-Critic Method for Cooperative Multi-Agent Reinforcement Learning

Bin Li, Rui Yang, Shaochen Wang, Xin Yao, Yuan Pu

arxiv:2104.06655 v2 · 2021-04-14 · 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{4THC63ZNFQRPT5TMM4A645UYCA}

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

Explainable Multi-Agent Reinforcement Learning for Extended Reality Codec Adaptation

Receipt and verification

First computed	2026-07-05T02:38:34.080908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4ce2f6f2d2c22f9f66c6701ee7698101eb9e6abc7ab1e7aa3a67512c74ee34a

Aliases

arxiv: 2104.06655 · arxiv_version: 2104.06655v2 · doi: 10.48550/arxiv.2104.06655 · pith_short_12: 4THC63ZNFQRP · pith_short_16: 4THC63ZNFQRPT5TM · pith_short_8: 4THC63ZN

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/4THC63ZNFQRPT5TMM4A645UYCA \
  | 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: e4ce2f6f2d2c22f9f66c6701ee7698101eb9e6abc7ab1e7aa3a67512c74ee34a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf865426f6920b01427c063f9a427c5eaefa0078e95b729b1ce487048a94cc66",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-04-14T07:02:40Z",
    "title_canon_sha256": "4966465384a0a6bc4bda3e4d5ec63620f64d18e2057f439ba74beb11320b8f22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.06655",
    "kind": "arxiv",
    "version": 2
  }
}