Pith Number

pith:RCNOO7MW

pith:2022:RCNOO7MWE4TMJXVX7FD7PVQ5GQ

not attested not anchored not stored refs pending

Revisiting Gaussian mixture critics in off-policy reinforcement learning: a sample-based approach

Abbas Abdolmaleki, Abe Friesen, Arunkumar Byravan, Bobak Shahriari, Jost Tobias Springenberg, Martin Riedmiller, Matt Hoffman, Nicolas Heess, Siqi Liu

arxiv:2204.10256 v2 · 2022-04-21 · 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{RCNOO7MWE4TMJXVX7FD7PVQ5GQ}

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	2026-07-05T04:16:55.838607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

889ae77d962726c4deb7f947f7d61d34059921c77cc59e13d781a33176e4a7f9

Aliases

arxiv: 2204.10256 · arxiv_version: 2204.10256v2 · doi: 10.48550/arxiv.2204.10256 · pith_short_12: RCNOO7MWE4TM · pith_short_16: RCNOO7MWE4TMJXVX · pith_short_8: RCNOO7MW

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/RCNOO7MWE4TMJXVX7FD7PVQ5GQ \
  | 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: 889ae77d962726c4deb7f947f7d61d34059921c77cc59e13d781a33176e4a7f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5443917b075870561898bf7d1e48072f52224c00dd91c036ce42e36548a557bd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-21T16:44:47Z",
    "title_canon_sha256": "d5aa49a038e9d9d7c38d84ff7b3a77d0ed67a3113343fdda943c31715e601db3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.10256",
    "kind": "arxiv",
    "version": 2
  }
}