Pith Number

pith:4EZT76WG

pith:2023:4EZT76WGKDKFREI4TMKJMVVRDF

not attested not anchored not stored refs pending

Advantage Actor-Critic with Reasoner: Explaining the Agent's Behavior from an Exploratory Perspective

Fang Jin, Feixu Yu, Muzhe Guo, Tian Lan

arxiv:2309.04707 v1 · 2023-09-09 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4EZT76WGKDKFREI4TMKJMVVRDF}

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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

Perception Graph for Cognitive Attack Reasoning in Augmented Reality

Receipt and verification

First computed	2026-07-05T06:49:07.652705Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1333ffac650d458911c9b149656b11959e3ceff2321143f3750377e2b356819

Aliases

arxiv: 2309.04707 · arxiv_version: 2309.04707v1 · doi: 10.48550/arxiv.2309.04707 · pith_short_12: 4EZT76WGKDKF · pith_short_16: 4EZT76WGKDKFREI4 · pith_short_8: 4EZT76WG

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/4EZT76WGKDKFREI4TMKJMVVRDF \
  | 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: e1333ffac650d458911c9b149656b11959e3ceff2321143f3750377e2b356819

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fde49f6c3236f4c8eda97ee777d1df7870f3096593ccd32cd7fdc785ac4dadb2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-09-09T07:19:20Z",
    "title_canon_sha256": "25bfd5d0a3e6f7e9d055af383282adabaf0fd864297581d72a50cc9331d6945b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.04707",
    "kind": "arxiv",
    "version": 1
  }
}