Pith Number

pith:DBJMWF7C

pith:2024:DBJMWF7CWHZNOWVVWQTU4HEBHV

not attested not anchored not stored refs pending

Why are Sensitive Functions Hard for Transformers?

Mark Rofin, Michael Hahn

arxiv:2402.09963 v4 · 2024-02-15 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DBJMWF7CWHZNOWVVWQTU4HEBHV}

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

5 papers in Pith

Agentic Transformers Provably Learn to Search via Reinforcement Learning

On the Spatiotemporal Dynamics of Generalization in Neural Networks

On the Mirage of Long-Range Dependency, with an Application to Integer Multiplication

The Benefits of Temporal Correlations: SGD Learns k-Juntas from Random Walks Efficiently

A framework for analyzing concept representations in neural models

Receipt and verification

First computed	2026-07-05T08:23:18.099049Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1852cb17e2b1f2d75ab5b4274e1c813d48773fa9c0b532a5f90a69f8138d8a31

Aliases

arxiv: 2402.09963 · arxiv_version: 2402.09963v4 · doi: 10.48550/arxiv.2402.09963 · pith_short_12: DBJMWF7CWHZN · pith_short_16: DBJMWF7CWHZNOWVV · pith_short_8: DBJMWF7C

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/DBJMWF7CWHZNOWVVWQTU4HEBHV \
  | 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: 1852cb17e2b1f2d75ab5b4274e1c813d48773fa9c0b532a5f90a69f8138d8a31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f245183dfc449d721f768026df200ecc7cdc89f814ef070489bc8d42395fccd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-15T14:17:51Z",
    "title_canon_sha256": "40fe2b564024af886a4b2cb385ecda164be4c5e7bd4975c29060692418e706f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.09963",
    "kind": "arxiv",
    "version": 4
  }
}