Pith Number

pith:YFE5TSVZ

pith:2024:YFE5TSVZH4IPEPUZTYSPMOWQBB

not attested not anchored not stored refs pending

Mixtures of Experts Unlock Parameter Scaling for Deep RL

Clare Lyle, Doina Precup, Ghada Sokar, Gintare Karolina Dziugaite, Jakob Foerster, Jesse Farebrother, Johan Obando-Ceron, Pablo Samuel Castro, Timon Willi

arxiv:2402.08609 v3 · 2024-02-13 · 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{YFE5TSVZH4IPEPUZTYSPMOWQBB}

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

6 papers in Pith

Direct Advantage Estimation for Scalable and Sample-efficient Deep Reinforcement Learning

Scalable Reinforcement Learning via Adaptive Batch Scaling

NUCLEUS-MoE: Unified Model of Pool Boiling for Liquid Cooling

Scalable Reinforcement Learning via Adaptive Batch Scaling

One Step Diffusion via Shortcut Models

Receipt and verification

First computed	2026-07-05T08:37:04.803009Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c149d9cab93f10f23e999e24f63ad0085b35c2e67bb291a0a272b4607f96acc1

Aliases

arxiv: 2402.08609 · arxiv_version: 2402.08609v3 · doi: 10.48550/arxiv.2402.08609 · pith_short_12: YFE5TSVZH4IP · pith_short_16: YFE5TSVZH4IPEPUZ · pith_short_8: YFE5TSVZ

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/YFE5TSVZH4IPEPUZTYSPMOWQBB \
  | 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: c149d9cab93f10f23e999e24f63ad0085b35c2e67bb291a0a272b4607f96acc1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33e0a16c29754bbff23e1b7707730ae8c869e519e6f226ff49e8c4a3b800d402",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-13T17:18:56Z",
    "title_canon_sha256": "5fd953777ae88d99cc1dc41e5fa5be2a8fd8f0b893627c6accb5efe7107cdc59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08609",
    "kind": "arxiv",
    "version": 3
  }
}