Pith Number

pith:LKJMJNEW

pith:2023:LKJMJNEWCSB2JEKR25KUTHELCI

not attested not anchored not stored refs pending

Can a Transformer Represent a Kalman Filter?

Gautam Goel, Peter Bartlett

arxiv:2312.06937 v3 · 2023-12-12 · cs.LG · 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{LKJMJNEWCSB2JEKR25KUTHELCI}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

Robust Filter Attention: Self-Attention as Precision-Weighted State Estimation

The Transformer as a Polar State Estimator

Receipt and verification

First computed	2026-07-05T08:20:26.155224Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a92c4b4961483a49151d755499c8b123e0c7763d8ec38789398fd143d6691a6

Aliases

arxiv: 2312.06937 · arxiv_version: 2312.06937v3 · doi: 10.48550/arxiv.2312.06937 · pith_short_12: LKJMJNEWCSB2 · pith_short_16: LKJMJNEWCSB2JEKR · pith_short_8: LKJMJNEW

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/LKJMJNEWCSB2JEKR25KUTHELCI \
  | 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: 5a92c4b4961483a49151d755499c8b123e0c7763d8ec38789398fd143d6691a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa32242c7ee1d27d1b304e646f5e292fdfef1d03a2a0d885a868f03c88d4bf85",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-12T02:13:50Z",
    "title_canon_sha256": "67653628ff715151bbd90328c3ab8f9150824822ac7ae5339306d284bf0608c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.06937",
    "kind": "arxiv",
    "version": 3
  }
}