Pith Number

pith:ZYXPHTLQ

pith:2021:ZYXPHTLQLBPZA4KNCMJTABW5WH

not attested not anchored not stored refs pending

Hyper-parameter optimization based on soft actor critic and hierarchical mixture regularization

Chaoyue Liu, Yulai Zhang

arxiv:2112.04084 v1 · 2021-12-08 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZYXPHTLQLBPZA4KNCMJTABW5WH}

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

Frequency Resource Management in 6G User-Centric CFmMIMO: A Hybrid Reinforcement Learning and Metaheuristic Approach

Receipt and verification

First computed	2026-07-05T03:39:05.830899Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce2ef3cd70585f90714d13133006ddb1ec0043c219de254325542ddc179ad74c

Aliases

arxiv: 2112.04084 · arxiv_version: 2112.04084v1 · doi: 10.48550/arxiv.2112.04084 · pith_short_12: ZYXPHTLQLBPZ · pith_short_16: ZYXPHTLQLBPZA4KN · pith_short_8: ZYXPHTLQ

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/ZYXPHTLQLBPZA4KNCMJTABW5WH \
  | 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: ce2ef3cd70585f90714d13133006ddb1ec0043c219de254325542ddc179ad74c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8033e72840b1f79d216aef59dd47564059a34e081e8f3ebc993d2e6d28a01f57",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-08T02:34:43Z",
    "title_canon_sha256": "fbccb03ff91cdf625c84b636535316afd4383c16b41ae127a84780f9d9ba97d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.04084",
    "kind": "arxiv",
    "version": 1
  }
}