Pith Number

pith:OEGYMDXM

pith:2020:OEGYMDXM76RMVPB326WQO4L3GC

not attested not anchored not stored refs pending

Off-policy Maximum Entropy Reinforcement Learning : Soft Actor-Critic with Advantage Weighted Mixture Policy(SAC-AWMP)

Chenglong Fu, Dongyu Li, Haoyong Yu, Kuangen Zhang, Yi Wan, Zhimin Hou

arxiv:2002.02829 v1 · 2020-02-07 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{OEGYMDXM76RMVPB326WQO4L3GC}

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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

Revisiting Mixture Policies in Entropy-Regularized Actor-Critic

Receipt and verification

First computed	2026-07-05T00:38:59.719437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

710d860eecffa2cabc3bd7ad07717b30b3ab70db9b4272d958adff96a27e643a

Aliases

arxiv: 2002.02829 · arxiv_version: 2002.02829v1 · doi: 10.48550/arxiv.2002.02829 · pith_short_12: OEGYMDXM76RM · pith_short_16: OEGYMDXM76RMVPB3 · pith_short_8: OEGYMDXM

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/OEGYMDXM76RMVPB326WQO4L3GC \
  | 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: 710d860eecffa2cabc3bd7ad07717b30b3ab70db9b4272d958adff96a27e643a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f18d67850937aa0d5b6c99a71fe0e0a3c777c28c0efc280d5116bfed8971545d",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-07T15:01:20Z",
    "title_canon_sha256": "52a9b6d1e5a710006b99e8ae41e30cb3d2a50d0adf697744ec0c0bea6c568cc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.02829",
    "kind": "arxiv",
    "version": 1
  }
}