Pith Number

pith:S6NG5FS4

pith:2024:S6NG5FS4S232RA5XXXAY227JPX

not attested not anchored not stored refs pending

On Expressive Power of Looped Transformers: Theoretical Analysis and Enhancement via Timestep Encoding

Issei Sato, Kevin Xu

arxiv:2410.01405 v7 · 2024-10-02 · cs.LG

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\usepackage{pith}
\pithnumber{S6NG5FS4S232RA5XXXAY227JPX}

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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

5 papers in Pith

Anti Mode-Collapse in Mean-Field Transformer via Auxiliary Variables

Simply Stabilizing the Loop via Fully Looped Transformer

Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner

LoopCTR: Unlocking the Loop Scaling Power for Click-Through Rate Prediction

A Mechanistic Analysis of Looped Reasoning Language Models

Receipt and verification

First computed	2026-07-05T11:16:29.655883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

979a6e965c96b7a883b7bdc18d6be97dc04c285bddd50a4a1d6ca449979ea7c4

Aliases

arxiv: 2410.01405 · arxiv_version: 2410.01405v7 · doi: 10.48550/arxiv.2410.01405 · pith_short_12: S6NG5FS4S232 · pith_short_16: S6NG5FS4S232RA5X · pith_short_8: S6NG5FS4

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/S6NG5FS4S232RA5XXXAY227JPX \
  | 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: 979a6e965c96b7a883b7bdc18d6be97dc04c285bddd50a4a1d6ca449979ea7c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42197198b090cc1a1736d39c1a779220434cf8aa55ba8deb28091d330fdd717b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-02T10:31:17Z",
    "title_canon_sha256": "38d0f49e73431f486c367926218672b538e7053c83664829e1c51488f0f7e9ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01405",
    "kind": "arxiv",
    "version": 7
  }
}