Pith Number

pith:XD6B4JEY

pith:2024:XD6B4JEYL63DLMOFFEHHZUJKZR

not attested not anchored not stored refs pending

What comes after transformers? -- A selective survey connecting ideas in deep learning

Johannes Schneider

arxiv:2408.00386 v1 · 2024-08-01 · 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{XD6B4JEYL63DLMOFFEHHZUJKZR}

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

1 paper in Pith

Improving Next Tokens via Second-to-Last Predictions with Generate and Refine

Receipt and verification

First computed	2026-07-05T08:51:02.934665Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8fc1e24985fb635b1c5290e7cd12acc51d19776e8cbf766bfcaf3cd2e082b6a

Aliases

arxiv: 2408.00386 · arxiv_version: 2408.00386v1 · doi: 10.48550/arxiv.2408.00386 · pith_short_12: XD6B4JEYL63D · pith_short_16: XD6B4JEYL63DLMOF · pith_short_8: XD6B4JEY

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/XD6B4JEYL63DLMOFFEHHZUJKZR \
  | 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: b8fc1e24985fb635b1c5290e7cd12acc51d19776e8cbf766bfcaf3cd2e082b6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d340ef82c06fffb232906c6d33806dd1f882a303b17bc95342bbda2398849c0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-01T08:50:25Z",
    "title_canon_sha256": "ea69eb7c590a95bf670b8e861ee8a20bdb37e32ced5a9973ac6878eb9c4b6504"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.00386",
    "kind": "arxiv",
    "version": 1
  }
}