Pith Number

pith:7G4LM3UM

pith:2025:7G4LM3UMGR5ZQ2RC4R5ALYRN77

not attested not anchored not stored refs pending

SeVeDo: A Heterogeneous Transformer Accelerator for Low-Bit Inference via Hierarchical Group Quantization and SVD-Guided Mixed Precision

Byeongcheol Kim, Hoi-Jun Yoo, Jungjun Oh, Sangjin Kim, Yuseon Choi

arxiv:2512.12930 v2 · 2025-12-15 · cs.LG · cs.AR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7G4LM3UMGR5ZQ2RC4R5ALYRN77}

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

ELMoE-3D: Leveraging Intrinsic Elasticity of MoE for Hybrid-Bonding-Enabled Self-Speculative Decoding in On-Premises Serving

Receipt and verification

First computed	2026-06-23T03:13:52.420445Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9b8b66e8c347b986a22e47a05e22dffe3005aaa99f9326698d69a0cbb5f6583

Aliases

arxiv: 2512.12930 · arxiv_version: 2512.12930v2 · doi: 10.48550/arxiv.2512.12930 · pith_short_12: 7G4LM3UMGR5Z · pith_short_16: 7G4LM3UMGR5ZQ2RC · pith_short_8: 7G4LM3UM

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/7G4LM3UMGR5ZQ2RC4R5ALYRN77 \
  | 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: f9b8b66e8c347b986a22e47a05e22dffe3005aaa99f9326698d69a0cbb5f6583

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5951c036bd10210e9d330a6cdd8f3100097295dcc545c818c6f48baa76e4cd38",
    "cross_cats_sorted": [
      "cs.AR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-15T02:29:08Z",
    "title_canon_sha256": "3b3ec925f312ccb8c233faf7baa7d2576f29a8c235df61bde523fde199e1f3b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.12930",
    "kind": "arxiv",
    "version": 2
  }
}