Pith Number

pith:QCE2G77N

pith:2023:QCE2G77NNHPWGLGGY4GOUTW6HB

not attested not anchored not stored refs pending

Improving Expert Specialization in Mixture of Experts

Chris Watkins, Thomas Gaertner, Yamuna Krishnamurthy

arxiv:2302.14703 v1 · 2023-02-28 · cs.LG · cs.AI · 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{QCE2G77NNHPWGLGGY4GOUTW6HB}

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

Geometric Asymmetry in MoE Specialization: Functional Decorrelation and Representational Overlap

Receipt and verification

First computed	2026-07-05T05:46:48.538562Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8089a37fed69df632cc6c70cea4ede38549d3abf368cf9e8e7be9c17d80e78f8

Aliases

arxiv: 2302.14703 · arxiv_version: 2302.14703v1 · doi: 10.48550/arxiv.2302.14703 · pith_short_12: QCE2G77NNHPW · pith_short_16: QCE2G77NNHPWGLGG · pith_short_8: QCE2G77N

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/QCE2G77NNHPWGLGGY4GOUTW6HB \
  | 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: 8089a37fed69df632cc6c70cea4ede38549d3abf368cf9e8e7be9c17d80e78f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b69dee82fccdc175a60e117463a4df73a0e5b8d1d3c3f1aab94b5ffe856c24bb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-28T16:16:45Z",
    "title_canon_sha256": "8e68422adf8e7c4c3381ce1cc5cb7fefe51273655cabeb552ef3d3905f2b3e38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.14703",
    "kind": "arxiv",
    "version": 1
  }
}