Pith Number

pith:66GP7TOW

pith:2023:66GP7TOWCEMVZASFHWLTX6BNI7

not attested not anchored not stored refs pending

Local Learning with Neuron Groups

Adeetya Patel, Eugene Belilovsky, Michael Eickenberg

arxiv:2301.07635 v1 · 2023-01-18 · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{66GP7TOWCEMVZASFHWLTX6BNI7}

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

Faster Multi-GPU Training with PPLL: A Pipeline Parallelism Framework Leveraging Local Learning

Receipt and verification

First computed	2026-07-05T05:34:11.390436Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f78cffcdd611195c82453d973bf82d47ffae1d509d33f0bfd8b821253b31c790

Aliases

arxiv: 2301.07635 · arxiv_version: 2301.07635v1 · doi: 10.48550/arxiv.2301.07635 · pith_short_12: 66GP7TOWCEMV · pith_short_16: 66GP7TOWCEMVZASF · pith_short_8: 66GP7TOW

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/66GP7TOWCEMVZASFHWLTX6BNI7 \
  | 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: f78cffcdd611195c82453d973bf82d47ffae1d509d33f0bfd8b821253b31c790

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9a16045d002765fa8bbaa539732917208f743593cf35f36e357741e9cc507bd",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-18T16:25:10Z",
    "title_canon_sha256": "a67c9edeb3fdebf1861dd3ffd6f5e098018bc38073b4b81dd7bec19932c81a03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.07635",
    "kind": "arxiv",
    "version": 1
  }
}