Pith Number

pith:7GUERYJD

pith:2024:7GUERYJDQ53UW25SBOYWNBG3O4

not attested not anchored not stored refs pending

Challenges in Deploying Long-Context Transformers: A Theoretical Peak Performance Analysis

Yao Fu

arxiv:2405.08944 v1 · 2024-05-14 · cs.LG · cs.AI · cs.CL · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7GUERYJDQ53UW25SBOYWNBG3O4}

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

4 papers in Pith

YouZhi: Towards High-Concurrency Financial LLMs via Adaptive GQA-to-MLA Transition

Salca: A Sparsity-Aware Hardware Accelerator for Efficient Long-Context Attention Decoding

Sparse Prefix Caching for Hybrid and Recurrent LLM Serving

SinkRouter: Sink-Aware Routing for Efficient Long-Context Decoding in Large Language and Multimodal Models

Receipt and verification

First computed	2026-07-05T08:19:11.130158Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9a848e12387774b6bb20bb16684db770ed03d36d296c6da3b743395a277a4fc

Aliases

arxiv: 2405.08944 · arxiv_version: 2405.08944v1 · doi: 10.48550/arxiv.2405.08944 · pith_short_12: 7GUERYJDQ53U · pith_short_16: 7GUERYJDQ53UW25S · pith_short_8: 7GUERYJD

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/7GUERYJDQ53UW25SBOYWNBG3O4 \
  | 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: f9a848e12387774b6bb20bb16684db770ed03d36d296c6da3b743395a277a4fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67325f3aed05e0d98e81100584a61832eef06fe98dc38c98060e8cfb8a848da7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-14T20:17:22Z",
    "title_canon_sha256": "18cd756c0d1c0e76ddfb807d164b38c3f0f06a9a2345fefd2aa02e78478ebbf3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.08944",
    "kind": "arxiv",
    "version": 1
  }
}