Pith Number

pith:2EB2M2PK

pith:2025:2EB2M2PKPNWUF262MWGHTJRP7Y

not attested not anchored not stored refs pending

Adviser-Actor-Critic: Eliminating Steady-State Error in Reinforcement Learning Control

Chaoran Qu, Donghe Chen, Han Wang, Lin Cheng, Tengjie Zheng, Yubin Peng

arxiv:2502.02265 v1 · 2025-02-04 · 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{2EB2M2PKPNWUF262MWGHTJRP7Y}

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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

Tracking the Effective Surface Area of Non-Convex Satellites

Receipt and verification

First computed	2026-07-05T10:09:26.259432Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d103a669ea7b6d42ebda658c79a62ffe1a3684b06a65df18a86242ae065d11df

Aliases

arxiv: 2502.02265 · arxiv_version: 2502.02265v1 · doi: 10.48550/arxiv.2502.02265 · pith_short_12: 2EB2M2PKPNWU · pith_short_16: 2EB2M2PKPNWUF262 · pith_short_8: 2EB2M2PK

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/2EB2M2PKPNWUF262MWGHTJRP7Y \
  | 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: d103a669ea7b6d42ebda658c79a62ffe1a3684b06a65df18a86242ae065d11df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "519d6396c29d44a4a715953b5cb3dd8ee770f2652c12fa696ace116883c654e1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-04T12:26:47Z",
    "title_canon_sha256": "ae2430ad1f7cf84b6c2af9dfe4a2d0eb4d86b0bf3facaff088353069996ce509"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02265",
    "kind": "arxiv",
    "version": 1
  }
}