Pith Number

pith:EXWTNCWI

pith:2024:EXWTNCWIEC53LK2VFB2DIXR2XS

not attested not anchored not stored refs pending

Demystifying AI Platform Design for Distributed Inference of Next-Generation LLM models

Abhimanyu Bambhaniya, Geonhwa Jeong, Madhu Kumar, Midhilesh Elavazhagan, Ritik Raj, Souvik Kundu, Sudarshan Srinivasan, Suvinay Subramanian, Tushar Krishna

arxiv:2406.01698 v3 · 2024-06-03 · cs.AR · cs.AI · 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{EXWTNCWIEC53LK2VFB2DIXR2XS}

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

5 papers in Pith

Think Before You Grid-Search: Floor-First Triage for LLM Serving

SOLAR: AI-Powered Speed-of-Light Performance Analysis

MIST: A Co-Design Framework for Heterogeneous, Multi-Stage LLM Inference

Sim-FA: A GPGPU Simulator Framework for Fine-Grained Asynchronous Pipeline Analysis

Receipt and verification

First computed	2026-07-05T11:03:14.980422Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25ed368ac820bbb5ab552874345e3abcab1371658a78623bf380a119b306863e

Aliases

arxiv: 2406.01698 · arxiv_version: 2406.01698v3 · doi: 10.48550/arxiv.2406.01698 · pith_short_12: EXWTNCWIEC53 · pith_short_16: EXWTNCWIEC53LK2V · pith_short_8: EXWTNCWI

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/EXWTNCWIEC53LK2VFB2DIXR2XS \
  | 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: 25ed368ac820bbb5ab552874345e3abcab1371658a78623bf380a119b306863e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb8af0a59c8f586bab447715d2f20853ffc34a3bb8a45cee11be70e45919e932",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-06-03T18:00:50Z",
    "title_canon_sha256": "2bc67842eaf2472d09e6b9c428aee6ca1e65f882b30ce4a2247a1a10c90e53e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.01698",
    "kind": "arxiv",
    "version": 3
  }
}