Pith Number

pith:ZZDC4WM2

pith:2024:ZZDC4WM2OJ5CREJ7PXMULCOD7N

not attested not anchored not stored refs pending

DeepSpeed-FastGen: High-throughput Text Generation for LLMs via MII and DeepSpeed-Inference

Ammar Ahmad Awan, Arash Bakhtiari, Connor Holmes, Heyang Qin, Jeff Rasley, Lev Kurilenko, Masahiro Tanaka, Michael Wyatt, Reza Yazdani Aminabadi, Samyam Rajbhandari, Yuxiong He

arxiv:2401.08671 v1 · 2024-01-09 · cs.PF · 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{ZZDC4WM2OJ5CREJ7PXMULCOD7N}

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

25 papers in Pith

LiveServe: Interaction-Aware Serving for Real-Time Omni-Modal LLMs

ReMP: Low-Downtime Runtime Model-Parallelism Reconfiguration for LLM Serving

SmoothAgent: Efficient Long-Horizon LLM-Based Agent Serving with Lookahead Context Engineering

Beyond Greedy Chunking: SLO-Aware Sliding-Window Scheduling for LLM Inference

Vortex: Efficient and Programmable Sparse Attention Serving for AI Agents

Receipt and verification

First computed	2026-07-05T07:34:19.790002Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce462e599a727a28913f7dd94589c3fb7f61f0106a94358dfa5a1fd9409a6fef

Aliases

arxiv: 2401.08671 · arxiv_version: 2401.08671v1 · doi: 10.48550/arxiv.2401.08671 · pith_short_12: ZZDC4WM2OJ5C · pith_short_16: ZZDC4WM2OJ5CREJ7 · pith_short_8: ZZDC4WM2

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/ZZDC4WM2OJ5CREJ7PXMULCOD7N \
  | 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: ce462e599a727a28913f7dd94589c3fb7f61f0106a94358dfa5a1fd9409a6fef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14e7d91f6d462597c307ed42930ee697f646ec8270161329b646f6908dc7e777",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.PF",
    "submitted_at": "2024-01-09T06:49:40Z",
    "title_canon_sha256": "347faf36cb17aa9af70084b1d6cca28356920dfe4da0252edfa1b9ad0d39d597"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08671",
    "kind": "arxiv",
    "version": 1
  }
}