Pith Number

pith:IPC4VQRJ

pith:2025:IPC4VQRJSO46JEBECMR4YVKWWB

not attested not anchored not stored refs pending

Is Random Attention Sufficient for Sequence Modeling? Disentangling Trainable Components in the Transformer

Lorenzo Noci, Mikhail Khodak, Mufan Li, Yihe Dong

arxiv:2506.01115 v3 · 2025-06-01 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IPC4VQRJSO46JEBECMR4YVKWWB}

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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

8 papers in Pith

Activation-Based Active Learning for In-Context Learning: Challenges and Insights

Fixed Universal Transformers

Resting Neurons, Active Insights: Robustifying Activation Sparsity in LLMs via Spontaneity

Provable Knowledge Acquisition and Extraction in One-Layer Transformers

Resting Neurons, Active Insights: Robustifying Activation Sparsity in LLMs via Spontaneity

Receipt and verification

First computed	2026-07-05T12:04:35.385022Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43c5cac22993b9e490241323cc5556b04b3cae2287c46236087cb3f9ce75079a

Aliases

arxiv: 2506.01115 · arxiv_version: 2506.01115v3 · doi: 10.48550/arxiv.2506.01115 · pith_short_12: IPC4VQRJSO46 · pith_short_16: IPC4VQRJSO46JEBE · pith_short_8: IPC4VQRJ

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/IPC4VQRJSO46JEBECMR4YVKWWB \
  | 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: 43c5cac22993b9e490241323cc5556b04b3cae2287c46236087cb3f9ce75079a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "74e342af4ecb86ca212c685e809068a6366a43840e57f8454fdb64339f397383",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-01T18:42:39Z",
    "title_canon_sha256": "ea3b1c7e2906712608ecfe1e3a65513437f37f624bbd786a737b7b4d39dae8e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.01115",
    "kind": "arxiv",
    "version": 3
  }
}