Pith Number

pith:B7RAASDO

pith:2024:B7RAASDOAJMVNSOZ6QIQMWPGGZ

not attested not anchored not stored refs pending

Polynomial Composition Activations: Unleashing the Dynamics of Large Language Models

Jinwen Ma, Xiaoqing Li, Xun Zhou, Ya Wang, Yutao Zeng, Zhijian Zhuo

arxiv:2411.03884 v3 · 2024-11-06 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{B7RAASDOAJMVNSOZ6QIQMWPGGZ}

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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

2 papers in Pith

It's Much Easier for Neural Networks to learn Game of Life Dynamics with the Right Activation Function: Polynomial Kolmogorov-Arnold Networks

More Expressive Feedforward Layers: Part I. Token-Adaptive Mixing of Activations

Receipt and verification

First computed	2026-07-05T10:35:40.339475Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0fe200486e025956c9d9f4110659e6364ad8c3cc1dad2e5deec8201193cd919a

Aliases

arxiv: 2411.03884 · arxiv_version: 2411.03884v3 · doi: 10.48550/arxiv.2411.03884 · pith_short_12: B7RAASDOAJMV · pith_short_16: B7RAASDOAJMVNSOZ · pith_short_8: B7RAASDO

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/B7RAASDOAJMVNSOZ6QIQMWPGGZ \
  | 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: 0fe200486e025956c9d9f4110659e6364ad8c3cc1dad2e5deec8201193cd919a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba71d7f16b530db7cdcbb41b85b1fc8734d0cf80cea28ec568e8125af3032bd6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-06T13:00:34Z",
    "title_canon_sha256": "a62f4f977cee4f19f25f42c7ee12131d9f68fe18651ca8525eb3317020458dee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.03884",
    "kind": "arxiv",
    "version": 3
  }
}