Pith Number

pith:DTIS3R4S

pith:2024:DTIS3R4SNP2OKSIOHAAVEFI3GM

not attested not anchored not stored refs pending

ReLU$^2$ Wins: Discovering Efficient Activation Functions for Sparse LLMs

Chaojun Xiao, Chenyang Song, Guanghui Yu, Maosong Sun, Xu Han, Yankai Lin, Yixin Song, Zeyu Mi, Zhengyan Zhang, Zhiyuan Liu

arxiv:2402.03804 v1 · 2024-02-06 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{DTIS3R4SNP2OKSIOHAAVEFI3GM}

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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

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Anytime Training with Schedule-Free Spectral Optimization

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

Receipt and verification

First computed	2026-07-05T07:41:58.982095Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1cd12dc7926bf4e5490e380152151b3319b8ee24b8a52b5083e69c6b7e046584

Aliases

arxiv: 2402.03804 · arxiv_version: 2402.03804v1 · doi: 10.48550/arxiv.2402.03804 · pith_short_12: DTIS3R4SNP2O · pith_short_16: DTIS3R4SNP2OKSIO · pith_short_8: DTIS3R4S

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/DTIS3R4SNP2OKSIOHAAVEFI3GM \
  | 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: 1cd12dc7926bf4e5490e380152151b3319b8ee24b8a52b5083e69c6b7e046584

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e6974c50d641a8935c4d44308c3f96bcbeea0f7e196a4efd9f9987f3a9d55f0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-06T08:45:51Z",
    "title_canon_sha256": "7cd6f52e2b3613c7a51e6d5c6d257b1ceb412abdbde9d8bc4141c31b98d0d64b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03804",
    "kind": "arxiv",
    "version": 1
  }
}