Pith Number

pith:2654HVOD

pith:2024:2654HVODGWUX2UWYCVGJ2FDSRV

not attested not anchored not stored refs pending

On the Role of Discrete Representation in Sparse Mixture of Experts

Giang Do, Hung Le, Kha Pham, Truyen Tran

arxiv:2411.19402 v2 · 2024-11-28 · 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{2654HVODGWUX2UWYCVGJ2FDSRV}

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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

Adaptive Inverted-Index Routing for Granular Mixtures-of-Experts

Receipt and verification

First computed	2026-07-05T11:43:59.079774Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d7bbc3d5c335a97d52d8154c9d14728d734cb0b64bcc8078776bc84f5d307f84

Aliases

arxiv: 2411.19402 · arxiv_version: 2411.19402v2 · doi: 10.48550/arxiv.2411.19402 · pith_short_12: 2654HVODGWUX · pith_short_16: 2654HVODGWUX2UWY · pith_short_8: 2654HVOD

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/2654HVODGWUX2UWYCVGJ2FDSRV \
  | 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: d7bbc3d5c335a97d52d8154c9d14728d734cb0b64bcc8078776bc84f5d307f84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46c3192d1ef10637adcc4b9f892bf961d04e78fbfe3623fc0e774920cce748f7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-28T22:32:01Z",
    "title_canon_sha256": "07597a509b04436dac6f3761a1d88bbc2b1ec36262d1aac87ae564a6b19ce006"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19402",
    "kind": "arxiv",
    "version": 2
  }
}