Pith Number

pith:4VVWGLAC

pith:2024:4VVWGLACV6VZKCXWWY7QYB5W2X

not attested not anchored not stored refs pending

Limits of Deep Learning: Sequence Modeling through the Lens of Complexity Theory

Aurelio Sulser, Davide Scaramuzza, Federico Sold\'a, Nikola Zubi\'c

arxiv:2405.16674 v3 · 2024-05-26 · cs.LG · cs.CC · cs.LO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4VVWGLACV6VZKCXWWY7QYB5W2X}

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

Rethinking the Role of Positional Encoding: Sliding-Window Transformers without PE Remain Turing Complete

The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Receipt and verification

First computed	2026-07-05T10:22:00.094242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e56b632c02afab950af6b63f0c07b6d5da59ef4b6dfb07d67b52622db16ae97c

Aliases

arxiv: 2405.16674 · arxiv_version: 2405.16674v3 · doi: 10.48550/arxiv.2405.16674 · pith_short_12: 4VVWGLACV6VZ · pith_short_16: 4VVWGLACV6VZKCXW · pith_short_8: 4VVWGLAC

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/4VVWGLACV6VZKCXWWY7QYB5W2X \
  | 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: e56b632c02afab950af6b63f0c07b6d5da59ef4b6dfb07d67b52622db16ae97c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d814ba09b5885559a08c940127e80d0f957b1ce3c40ce0d0200c005a232e2a04",
    "cross_cats_sorted": [
      "cs.CC",
      "cs.LO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-26T19:33:23Z",
    "title_canon_sha256": "93a1f2910efe52e4cc039f214c17d3d7d169aa801c42ec2fb592b75e4206f365"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16674",
    "kind": "arxiv",
    "version": 3
  }
}