Pith Number

pith:MGKSERVW

pith:2023:MGKSERVWT4HMPU65YPFJB2US2Y

not attested not anchored not stored refs pending

Sparse Universal Transformer

Aaron Courville, Chuang Gan, Shawn Tan, Yikang Shen, Zhenfang Chen

arxiv:2310.07096 v1 · 2023-10-11 · cs.CL · 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{MGKSERVWT4HMPU65YPFJB2US2Y}

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

3 papers in Pith

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers

Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

A Mechanistic Analysis of Looped Reasoning Language Models

Receipt and verification

First computed	2026-07-05T06:59:40.431198Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61952246b69f0ec7d3ddc3ca90ea92d605c1a84a9821b335ddf8569db05c3ad2

Aliases

arxiv: 2310.07096 · arxiv_version: 2310.07096v1 · doi: 10.48550/arxiv.2310.07096 · pith_short_12: MGKSERVWT4HM · pith_short_16: MGKSERVWT4HMPU65 · pith_short_8: MGKSERVW

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/MGKSERVWT4HMPU65YPFJB2US2Y \
  | 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: 61952246b69f0ec7d3ddc3ca90ea92d605c1a84a9821b335ddf8569db05c3ad2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c298ace201086b001001849c3132fe38cc590ef16fa87d170e6e85aee9c4919f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-11T00:38:57Z",
    "title_canon_sha256": "adfffbe13bc7d7906e3ee7a9df2564f65a097cbbf75bc5e5dc0ae8d39f6d4bdf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.07096",
    "kind": "arxiv",
    "version": 1
  }
}