Pith Number

pith:Y44ARQ3A

pith:2025:Y44ARQ3A7R37MA3UJEILH3MPVI

not attested not anchored not stored refs pending

Ladder-residual: parallelism-aware architecture for accelerating large model inference with communication overlapping

Ben Athiwaratkun, Jonathan Ragan-Kelley, Jue Wang, Mayank Mishra, Muru Zhang, Shuaiwen Leon Song, Tri Dao, William Brandon, Yoon Kim, Zhongzhu Zhou

arxiv:2501.06589 v5 · 2025-01-11 · cs.LG · cs.CL · cs.DC

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

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\usepackage{pith}
\pithnumber{Y44ARQ3A7R37MA3UJEILH3MPVI}

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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.

Cited by

2 papers in Pith

Understanding and Improving Communication Performance in Multi-node LLM Inference

M$^2$RNN: Non-Linear RNNs with Matrix-Valued States for Scalable Language Modeling

Receipt and verification

First computed	2026-07-05T11:24:12.550086Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c73808c360fc77f603744910b3ed8faa0396346407aff1d37b969020be0b9b9d

Aliases

arxiv: 2501.06589 · arxiv_version: 2501.06589v5 · doi: 10.48550/arxiv.2501.06589 · pith_short_12: Y44ARQ3A7R37 · pith_short_16: Y44ARQ3A7R37MA3U · pith_short_8: Y44ARQ3A

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/Y44ARQ3A7R37MA3UJEILH3MPVI \
  | 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: c73808c360fc77f603744910b3ed8faa0396346407aff1d37b969020be0b9b9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e99aa1cd8c245f0ea8b4888e3476b82b9ce925ca8218363fbb03e6441197ee21",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-11T17:06:30Z",
    "title_canon_sha256": "5c8632ad6e4918920dd9f0671be888426f33eb3e25a3d96ee4a0a4c10b024aea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.06589",
    "kind": "arxiv",
    "version": 5
  }
}