Pith Number

pith:AZ7LVCJ2

pith:2023:AZ7LVCJ2WWJTKYCOCGLALTNF6B

not attested not anchored not stored refs pending

Unmasking Transformers: A Theoretical Approach to Data Recovery via Attention Weights

Chiwun Yang, Shenghao Xie, Yichuan Deng, Zhao Song

arxiv:2310.12462 v1 · 2023-10-19 · cs.LG · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AZ7LVCJ2WWJTKYCOCGLALTNF6B}

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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

1 paper in Pith

H$_2$O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models

Receipt and verification

First computed	2026-07-05T07:02:38.439485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

067eba893ab59335604e119605cda5f04bacf67cf1943c05cf70d9de3016fc00

Aliases

arxiv: 2310.12462 · arxiv_version: 2310.12462v1 · doi: 10.48550/arxiv.2310.12462 · pith_short_12: AZ7LVCJ2WWJT · pith_short_16: AZ7LVCJ2WWJTKYCO · pith_short_8: AZ7LVCJ2

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/AZ7LVCJ2WWJTKYCOCGLALTNF6B \
  | 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: 067eba893ab59335604e119605cda5f04bacf67cf1943c05cf70d9de3016fc00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d45eff85d4825b3b4032bb73d55b0444c46b13405ddd8238d7a0d3caf7827dd",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-19T04:41:01Z",
    "title_canon_sha256": "57f59174b0e0680d66a78b25637fbcd6e5ae166dcec42cd1cfc9eb9fe6e107fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.12462",
    "kind": "arxiv",
    "version": 1
  }
}