Pith Number

pith:KDUG44MT

pith:2025:KDUG44MTLTQLOAK6UXH5U5UNLG

not attested not anchored not stored refs pending

M2R2: Mixture of Multi-Rate Residuals for Efficient Transformer Inference

Devang Naik, Irina Belousova, Mahyar Najibi, Nikhil Bhendawade

arxiv:2502.02040 v1 · 2025-02-04 · cs.CL · cs.AI · 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{KDUG44MTLTQLOAK6UXH5U5UNLG}

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	2026-07-05T10:09:22.660295Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50e86e71935ce0b7015ea5cfda768d59824199b9a8ba1fb7730d3a9cfed97d65

Aliases

arxiv: 2502.02040 · arxiv_version: 2502.02040v1 · doi: 10.48550/arxiv.2502.02040 · pith_short_12: KDUG44MTLTQL · pith_short_16: KDUG44MTLTQLOAK6 · pith_short_8: KDUG44MT

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/KDUG44MTLTQLOAK6UXH5U5UNLG \
  | 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: 50e86e71935ce0b7015ea5cfda768d59824199b9a8ba1fb7730d3a9cfed97d65

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72a3a77f2c61d39f23e1820d955c63cbf8bf704db45e2072b84cda2f79ffcabc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-04T06:13:52Z",
    "title_canon_sha256": "2f9b2fa72d6b6254add972e0f35afa864b5370dd4d9d3466e365ff3818cd0756"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02040",
    "kind": "arxiv",
    "version": 1
  }
}