Pith Number

pith:NUS4P5UE

pith:2024:NUS4P5UED2TJTXLR6H2WXA62GE

not attested not anchored not stored refs pending

DAOP: Data-Aware Offloading and Predictive Pre-Calculation for Efficient MoE Inference

Shivam Aggarwal, Tulika Mitra, Yujie Zhang

arxiv:2501.10375 v2 · 2024-12-16 · cs.DC · 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{NUS4P5UED2TJTXLR6H2WXA62GE}

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.

Receipt and verification

First computed	2026-07-05T10:58:22.510353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d25c7f6841ea699dd71f1f56b83da31239e82ab720df453e8a2c943d7b53fbd

Aliases

arxiv: 2501.10375 · arxiv_version: 2501.10375v2 · doi: 10.48550/arxiv.2501.10375 · pith_short_12: NUS4P5UED2TJ · pith_short_16: NUS4P5UED2TJTXLR · pith_short_8: NUS4P5UE

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/NUS4P5UED2TJTXLR6H2WXA62GE \
  | 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: 6d25c7f6841ea699dd71f1f56b83da31239e82ab720df453e8a2c943d7b53fbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d53bfc8769ac838a835c65c8b76c0f4bfda866a4116b594c73e56473095e9aa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-12-16T07:59:21Z",
    "title_canon_sha256": "0d212268157673bf29bb234314705e7dc839e1cf55d723411b357cb7ee55751b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.10375",
    "kind": "arxiv",
    "version": 2
  }
}