Pith Number

pith:RLUGOAK2

pith:2018:RLUGOAK23OTBBSJM4SFBDHLK7F

not attested not anchored not stored refs pending

ACE: An Actor Ensemble Algorithm for Continuous Control with Tree Search

Hao Chen, Hengshuai Yao, Shangtong Zhang

arxiv:1811.02696 v1 · 2018-11-06 · 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{RLUGOAK23OTBBSJM4SFBDHLK7F}

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	2026-05-18T00:01:14.435606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ae867015adba610c92ce48a119d6af95594a0d18f10bd5095db6af4ede7ec4f

Aliases

arxiv: 1811.02696 · arxiv_version: 1811.02696v1 · doi: 10.48550/arxiv.1811.02696 · pith_short_12: RLUGOAK23OTB · pith_short_16: RLUGOAK23OTBBSJM · pith_short_8: RLUGOAK2

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/RLUGOAK23OTBBSJM4SFBDHLK7F \
  | 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: 8ae867015adba610c92ce48a119d6af95594a0d18f10bd5095db6af4ede7ec4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39f82655af2c83a618500cc52db6c4c5c2e6d342191187163098e0cfd0e79eae",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-06T22:32:55Z",
    "title_canon_sha256": "e51bd6a829cc5feb91716e8cab6be2b281400830bd2606af706f89de92b002cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.02696",
    "kind": "arxiv",
    "version": 1
  }
}