Pith Number

pith:FCA4WKWL

pith:2024:FCA4WKWLMMWDBVHZBTEPMVQTI2

not attested not anchored not stored refs pending

MoEUT: Mixture-of-Experts Universal Transformers

Christopher D. Manning, Christopher Potts, J\"urgen Schmidhuber, Kazuki Irie, R\'obert Csord\'as

arxiv:2405.16039 v2 · 2024-05-25 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FCA4WKWLMMWDBVHZBTEPMVQTI2}

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

Repeated Shared Access Enables Grokking, but Edit Propagation Depends on an Addressable Memory

Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free

Parcae: Scaling Laws For Stable Looped Language Models

Receipt and verification

First computed	2026-07-05T09:19:28.573304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2881cb2acb632c30d4f90cc8f656134692a75f4ce25e95d5a281a047c6acf0b8

Aliases

arxiv: 2405.16039 · arxiv_version: 2405.16039v2 · doi: 10.48550/arxiv.2405.16039 · pith_short_12: FCA4WKWLMMWD · pith_short_16: FCA4WKWLMMWDBVHZ · pith_short_8: FCA4WKWL

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/FCA4WKWLMMWDBVHZBTEPMVQTI2 \
  | 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: 2881cb2acb632c30d4f90cc8f656134692a75f4ce25e95d5a281a047c6acf0b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2aefa99a5580eca0b3991da57c16ff6f44b319a95ac13f8eeb41b3ab88942055",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-25T03:24:32Z",
    "title_canon_sha256": "163a7d4f2d4e140d7e2871386168831e8a444a1ffc24e039f6c4ac69073886d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16039",
    "kind": "arxiv",
    "version": 2
  }
}