Pith Number

pith:TM7UVXL3

pith:2022:TM7UVXL3JLDMNTUDFB6OAS2EQ6

not attested not anchored not stored refs pending

AACC: Asymmetric Actor-Critic in Contextual Reinforcement Learning

Guang Kou, Wangyang Yue, Xiaochuan Zhang, Yuan Zhou, Yuchen Hua, Zhiyuan Wang

arxiv:2208.02376 v1 · 2022-08-03 · cs.LG · 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{TM7UVXL3JLDMNTUDFB6OAS2EQ6}

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.

Receipt and verification

First computed	2026-07-05T04:46:03.842775Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b3f4add7b4ac6c6ce83287ce04b4487a4137571e86359199848d14cf14308ca

Aliases

arxiv: 2208.02376 · arxiv_version: 2208.02376v1 · doi: 10.48550/arxiv.2208.02376 · pith_short_12: TM7UVXL3JLDM · pith_short_16: TM7UVXL3JLDMNTUD · pith_short_8: TM7UVXL3

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/TM7UVXL3JLDMNTUDFB6OAS2EQ6 \
  | 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: 9b3f4add7b4ac6c6ce83287ce04b4487a4137571e86359199848d14cf14308ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64a8226c1359f04be175ec6186ee568d7977dde0a4ea06e41786e7baf89f96fb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-03T22:52:26Z",
    "title_canon_sha256": "a2cc9f927ec2e51c3cfdc58d622e1a517a69d93c4e4883e3f3e93aba8f1fce8e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.02376",
    "kind": "arxiv",
    "version": 1
  }
}