Pith Number

pith:JMZQR3UA

pith:2023:JMZQR3UAQKTF2BQ4P2DXSLCFWL

not attested not anchored not stored refs pending

A Study on ReLU and Softmax in Transformer

Jiang Bian, Junliang Guo, Kai Shen, Rui Wang, Siliang Tang, Xu Tan

arxiv:2302.06461 v1 · 2023-02-13 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JMZQR3UAQKTF2BQ4P2DXSLCFWL}

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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

4 papers in Pith

Multi-Headed Transformer Architectures as Time-dependent Wasserstein Gradient Flows

Efficient Implementation of an Adaptive Transformer Accelerator for Massive MIMO Outdoor Localization

Gradient Flow Structure and Quantitative Dynamics of Multi-Head Self-Attention

Receipt and verification

First computed	2026-07-05T05:41:05.502883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b3308ee8082a65d061c7e87792c45b2c9d3f973c1e95769aec53e4a1c9936db

Aliases

arxiv: 2302.06461 · arxiv_version: 2302.06461v1 · doi: 10.48550/arxiv.2302.06461 · pith_short_12: JMZQR3UAQKTF · pith_short_16: JMZQR3UAQKTF2BQ4 · pith_short_8: JMZQR3UA

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/JMZQR3UAQKTF2BQ4P2DXSLCFWL \
  | 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: 4b3308ee8082a65d061c7e87792c45b2c9d3f973c1e95769aec53e4a1c9936db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75c263de82c96dc6e881253731155c4509a7e18fdc38b45f554b106adc7e5f40",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-02-13T15:41:20Z",
    "title_canon_sha256": "261657ef833ee136ae75961c03d198554c6655a577d82d1e62aa5027ed84434f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.06461",
    "kind": "arxiv",
    "version": 1
  }
}