Pith Number

pith:CFASU4YA

pith:2022:CFASU4YA2JILAI75Z6U3C6JNHL

not attested not anchored not stored refs pending

Formal Algorithms for Transformers

Marcus Hutter, Mary Phuong

arxiv:2207.09238 v1 · 2022-07-19 · cs.LG · cs.AI · cs.CL · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CFASU4YA2JILAI75Z6U3C6JNHL}

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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

9 papers in Pith

Activation- and Influence-Aware Ranks (AIR): Function-Preserving SVD Compression for LLMs

Polynomial Context-Truncation Sensitivity in Autoregressive Language Models: Sequential Wyner-Ziv Bounds for KV Cache Compression

Transformer-like Inference from Optimal Control

Temporal Task Diversity: Inductive Biases Under Non-Stationarity in Synthetic Sequence Modelling

Monetary Policy in the Media Spotlight: Sentiments, Signals, and Economic Impact

Receipt and verification

First computed	2026-07-05T04:43:03.777736Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11412a7300d250b023fdcfa9b1792d3ad872ec9d37d25c7e5e9b446cc7e6f298

Aliases

arxiv: 2207.09238 · arxiv_version: 2207.09238v1 · doi: 10.48550/arxiv.2207.09238 · pith_short_12: CFASU4YA2JIL · pith_short_16: CFASU4YA2JILAI75 · pith_short_8: CFASU4YA

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/CFASU4YA2JILAI75Z6U3C6JNHL \
  | 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: 11412a7300d250b023fdcfa9b1792d3ad872ec9d37d25c7e5e9b446cc7e6f298

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "473aacbbc93877c918dcf226c653071595eab08929e8f6e1d6aed647d3010b91",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-19T12:49:02Z",
    "title_canon_sha256": "fa0bc36fe4e702c76db4ca1bc57b40eecc131ec2110e81bf7954f51f888d9267"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.09238",
    "kind": "arxiv",
    "version": 1
  }
}