Pith Number

pith:VCYOG57Q

pith:2025:VCYOG57QQMMZOIVARMN7WK5QAV

not attested not anchored not stored refs pending

PAPI: Exploiting Dynamic Parallelism in Large Language Model Decoding with a Processing-In-Memory-Enabled Computing System

Christina Giannoula, Haiyu Mao, Huawei Li, Juan G\'omez-Luna, Mohammad Sadrosadati, Onur Mutlu, Xiaowei Li, Ying Wang, Yintao He

arxiv:2502.15470 v2 · 2025-02-21 · 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{VCYOG57QQMMZOIVARMN7WK5QAV}

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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

1 paper in Pith

Sparse Attention Remapping with Clustering for Efficient LLM Decoding on PIM

Receipt and verification

First computed	2026-07-05T10:20:44.723919Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8b0e377f083199722a08b1bfb2bb0056abbb7c41847000d3a2b8bb5f39c702f

Aliases

arxiv: 2502.15470 · arxiv_version: 2502.15470v2 · doi: 10.48550/arxiv.2502.15470 · pith_short_12: VCYOG57QQMMZ · pith_short_16: VCYOG57QQMMZOIVA · pith_short_8: VCYOG57Q

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/VCYOG57QQMMZOIVARMN7WK5QAV \
  | 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: a8b0e377f083199722a08b1bfb2bb0056abbb7c41847000d3a2b8bb5f39c702f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba03e7b5599434d045bf7950189069574e15517d093873d2d259a136c9b6d7c4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2025-02-21T13:52:31Z",
    "title_canon_sha256": "485b0fca32489ede5ff34ba2a76da0034358aa2f075c3757ae0b3fc242cf656f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15470",
    "kind": "arxiv",
    "version": 2
  }
}