Pith. sign in
Pith Number

pith:25G53OV5

pith:2026:25G53OV5QOX3QG63LIRER3B6C2
not attested not anchored not stored refs pending

Multi-level context Modeling for consistent expert selection in Mixture-of-Experts

Naifan Zhang, Shuhan Huang, Wai Kin Victor Chan, Yang Li, Yuanbo Tang

arxiv:2607.16427 v1 · 2026-07-17 · cs.CL

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\usepackage{pith}
\pithnumber{25G53OV5QOX3QG63LIRER3B6C2}

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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.
Receipt and verification
First computed 2026-07-21T00:20:17.709993Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d74dddbabd83afb81bdb5a2248ec3e16ad645cbb8ed9180f13845591bbbb6a16

Aliases

arxiv: 2607.16427 · arxiv_version: 2607.16427v1 · doi: 10.48550/arxiv.2607.16427 · pith_short_12: 25G53OV5QOX3 · pith_short_16: 25G53OV5QOX3QG63 · pith_short_8: 25G53OV5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/25G53OV5QOX3QG63LIRER3B6C2 \
  | 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: d74dddbabd83afb81bdb5a2248ec3e16ad645cbb8ed9180f13845591bbbb6a16
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "97550e354c4d5bbfe834fe8fad3024d1608b0126c2db60a10fdf1109fe28139f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-17T18:22:42Z",
    "title_canon_sha256": "59455d172b0d6c99300e303e0c836310fc50675a82a7e70544e70270d9a36d43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.16427",
    "kind": "arxiv",
    "version": 1
  }
}