Pith Number

pith:OPJ6GYGW

pith:2025:OPJ6GYGWLRUJDPW4GOWJSNPW3J

not attested not anchored not stored refs pending

Understanding Transformer from the Perspective of Associative Memory

Guang Shi, Mingyu Xu, Shu Zhong, Tenglong Ao

arxiv:2505.19488 v1 · 2025-05-26 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OPJ6GYGWLRUJDPW4GOWJSNPW3J}

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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

12 papers in Pith

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

FlowNar: Scalable Streaming Narration for Long-Form Videos

When Good Enough Is Optimal: Multiplication-Only Matrix Inversion Approximation for Quantized Gated DeltaNet

Attention Residuals

Receipt and verification

First computed	2026-07-05T11:09:31.084279Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

73d3e360d65c6891bedc33ac9935f6da5a331d1656f8a8742c5312faa80919a7

Aliases

arxiv: 2505.19488 · arxiv_version: 2505.19488v1 · doi: 10.48550/arxiv.2505.19488 · pith_short_12: OPJ6GYGWLRUJ · pith_short_16: OPJ6GYGWLRUJDPW4 · pith_short_8: OPJ6GYGW

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/OPJ6GYGWLRUJDPW4GOWJSNPW3J \
  | 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: 73d3e360d65c6891bedc33ac9935f6da5a331d1656f8a8742c5312faa80919a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2043d681789825b087874499c504fcbba739868717f1ef0dc4d7faae60294987",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-26T04:15:38Z",
    "title_canon_sha256": "0956e1d5dbb62cf03be573cdd50f75f45a7d96e17dc18b08bc4ff4461c5261f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19488",
    "kind": "arxiv",
    "version": 1
  }
}