Pith Number

pith:KYLGCIWS

pith:2024:KYLGCIWSSVNITW2IUIDXAHAOAE

not attested not anchored not stored refs pending

Unchosen Experts Can Contribute Too: Unleashing MoE Models' Power by Self-Contrast

Cheng Yang, Chufan Shi, Deng Cai, Jiahao Wang, Siheng Li, Taiqiang Wu, Xinyu Zhu, Yujiu Yang, Yu Meng

arxiv:2405.14507 v2 · 2024-05-23 · cs.CL · 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{KYLGCIWSSVNITW2IUIDXAHAOAE}

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

Jakiro: Boosting Speculative Decoding with Decoupled Multi-Head via MoE

Receipt and verification

First computed	2026-07-05T09:30:14.595153Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56166122d2955a89db48a207701c0e010a0b1d56637a5b5083cda293d4bdf202

Aliases

arxiv: 2405.14507 · arxiv_version: 2405.14507v2 · doi: 10.48550/arxiv.2405.14507 · pith_short_12: KYLGCIWSSVNI · pith_short_16: KYLGCIWSSVNITW2I · pith_short_8: KYLGCIWS

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/KYLGCIWSSVNITW2IUIDXAHAOAE \
  | 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: 56166122d2955a89db48a207701c0e010a0b1d56637a5b5083cda293d4bdf202

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa046f1d0d03408367a3fee4a92c8ee20f379a462a0a446d37b22e79c68590ae",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-23T12:45:29Z",
    "title_canon_sha256": "dfd5c9415f3088497cefb78ef47f795cb3f70e22b9a039437895f4c08729677d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14507",
    "kind": "arxiv",
    "version": 2
  }
}