Pith Number

pith:WMPV6HAU

pith:2024:WMPV6HAUROAR5VPGIT5CFTLHCH

not attested not anchored not stored refs pending

S$^2$AC: Energy-Based Reinforcement Learning with Stein Soft Actor Critic

Billel Mokeddem, Bo An, Haipeng Chen, Linsey Pang, Safa Messaoud, Sanjay Chawla, Zhenghai Xue

arxiv:2405.00987 v1 · 2024-05-02 · 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{WMPV6HAUROAR5VPGIT5CFTLHCH}

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	2026-07-05T08:14:28.919994Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b31f5f1c148b811ed5e644fa22cd6711f6a4b0975358ae635baa5ef0b6ffc3d3

Aliases

arxiv: 2405.00987 · arxiv_version: 2405.00987v1 · doi: 10.48550/arxiv.2405.00987 · pith_short_12: WMPV6HAUROAR · pith_short_16: WMPV6HAUROAR5VPG · pith_short_8: WMPV6HAU

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/WMPV6HAUROAR5VPGIT5CFTLHCH \
  | 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: b31f5f1c148b811ed5e644fa22cd6711f6a4b0975358ae635baa5ef0b6ffc3d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b925f2d95a0f342fb784fe8a79fecc3cfaed3e906917ae6995c15e58422c402b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-02T03:49:47Z",
    "title_canon_sha256": "f5c73a598741dffbc31a484856f1621dd6c90ae2c6344fc9f4a3c6ea8fc1af35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.00987",
    "kind": "arxiv",
    "version": 1
  }
}