Pith Number

pith:CR76R32K

pith:2023:CR76R32K5DBEQA2UROZK7I4EVA

not attested not anchored not stored refs pending

Looped Transformers as Programmable Computers

Angeliki Giannou, Dimitris Papailiopoulos, Jason D. Lee, Jy-yong Sohn, Kangwook Lee, Shashank Rajput

arxiv:2301.13196 v1 · 2023-01-30 · 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{CR76R32K5DBEQA2UROZK7I4EVA}

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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

10 papers in Pith

Tight Sample Complexity of Transformers

Stabilizing Extrapolation in Looped Transformers via Learned Stochastic Stopping

Fixed-Point Masked Generative Modeling

TabICL: A Tabular Foundation Model for In-Context Learning on Large Data

Massive Activations in Large Language Models

Receipt and verification

First computed	2026-07-05T05:37:01.823976Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

147fe8ef4ae8c24803548bb2afa384a80dbad7091de33fe30846612c5418433a

Aliases

arxiv: 2301.13196 · arxiv_version: 2301.13196v1 · doi: 10.48550/arxiv.2301.13196 · pith_short_12: CR76R32K5DBE · pith_short_16: CR76R32K5DBEQA2U · pith_short_8: CR76R32K

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/CR76R32K5DBEQA2UROZK7I4EVA \
  | 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: 147fe8ef4ae8c24803548bb2afa384a80dbad7091de33fe30846612c5418433a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ebc97f6cf05af8ce70cfba7b3583f5f73514af8eab4ab691a2da14faacd5663",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-30T18:57:31Z",
    "title_canon_sha256": "454c37c5638ac4f8f0d67c9bd1ab0fd8041fb515ddb9b7085a09ca1efdd59b9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.13196",
    "kind": "arxiv",
    "version": 1
  }
}