Pith Number

pith:SZVWTJZ4

pith:2025:SZVWTJZ4XV5LYEHFOIL7DN4PC3

not attested not anchored not stored refs pending

Simplicial Embeddings Improve Sample Efficiency in Actor-Critic Agents

Aaron Courville, Johan Obando-Ceron, Pablo Samuel Castro, Samuel Lavoie, Scott Fujimoto, Walter Mayor

arxiv:2510.13704 v2 · 2025-10-15 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SZVWTJZ4XV5LYEHFOIL7DN4PC3}

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.

Cited by

3 papers in Pith

FlashSAC: Fast and Stable Off-Policy Reinforcement Learning for High-Dimensional Robot Control

FastDSAC: Unlocking the Potential of Maximum Entropy RL in High-Dimensional Humanoid Control

FlashSAC: Fast and Stable Off-Policy Reinforcement Learning for High-Dimensional Robot Control

Receipt and verification

First computed	2026-06-04T01:08:33.861229Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

966b69a73cbd7abc10e57217f1b78f16efe3f5fab5a095e8f95003b29373a123

Aliases

arxiv: 2510.13704 · arxiv_version: 2510.13704v2 · doi: 10.48550/arxiv.2510.13704 · pith_short_12: SZVWTJZ4XV5L · pith_short_16: SZVWTJZ4XV5LYEHF · pith_short_8: SZVWTJZ4

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/SZVWTJZ4XV5LYEHFOIL7DN4PC3 \
  | 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: 966b69a73cbd7abc10e57217f1b78f16efe3f5fab5a095e8f95003b29373a123

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4b73d67f1911a87d441aa45bbb11540c6ede54df12a593143b1830beca2ac1d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-15T16:01:30Z",
    "title_canon_sha256": "5e219f619de20a364a9a1a20cc38a5a4918ce2035ee029c8d876d43309751d2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.13704",
    "kind": "arxiv",
    "version": 2
  }
}