Pith Number

pith:BX6Z2CHB

pith:2022:BX6Z2CHB6B7EQW6SRMSTM644LT

not attested not anchored not stored refs pending

Simplicity Bias in Transformers and their Ability to Learn Sparse Boolean Functions

Arkil Patel, Phil Blunsom, Satwik Bhattamishra, Varun Kanade

arxiv:2211.12316 v2 · 2022-11-22 · cs.LG · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BX6Z2CHB6B7EQW6SRMSTM644LT}

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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

3 papers in Pith

Looped Transformers with Layer Normalization Provably Learn the Power Method

On the Convergence Behavior of Preconditioned Gradient Descent Toward the Rich Learning Regime

The two clocks and the innovation window: When and how generative models learn rules

Receipt and verification

First computed	2026-07-05T06:28:57.153406Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0dfd9d08e1f07e485bd28b25367b9c5cdec7334b2a70ecde882be8ed6409bc16

Aliases

arxiv: 2211.12316 · arxiv_version: 2211.12316v2 · doi: 10.48550/arxiv.2211.12316 · pith_short_12: BX6Z2CHB6B7E · pith_short_16: BX6Z2CHB6B7EQW6S · pith_short_8: BX6Z2CHB

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/BX6Z2CHB6B7EQW6SRMSTM644LT \
  | 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: 0dfd9d08e1f07e485bd28b25367b9c5cdec7334b2a70ecde882be8ed6409bc16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05852eda7f0e2c67ff5042ebe9c6cb93d3969559296cae99b2efce515542c30a",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-22T15:10:48Z",
    "title_canon_sha256": "2171fb56ac15fc9c07bc8b2da988b56dfbc9c00f879ca09b61ba6538426c6cef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.12316",
    "kind": "arxiv",
    "version": 2
  }
}