Pith Number

pith:NLEIIDRU

pith:2024:NLEIIDRUBRMXYGCMN5SYHYFJOH

not attested not anchored not stored refs pending

Tree Attention: Topology-aware Decoding for Long-Context Attention on GPU clusters

Beren Millidge, Emily Shepperd, Jonathan Pilault, Quentin Anthony, Vasudev Shyam

arxiv:2408.04093 v4 · 2024-08-07 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NLEIIDRUBRMXYGCMN5SYHYFJOH}

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

3 papers in Pith

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Receipt and verification

First computed	2026-07-05T10:11:22.974299Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ac8840e340c597c184c6f6583e0a971d579f4f2326383faaa8f73926e450b59

Aliases

arxiv: 2408.04093 · arxiv_version: 2408.04093v4 · doi: 10.48550/arxiv.2408.04093 · pith_short_12: NLEIIDRUBRMX · pith_short_16: NLEIIDRUBRMXYGCM · pith_short_8: NLEIIDRU

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/NLEIIDRUBRMXYGCMN5SYHYFJOH \
  | 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: 6ac8840e340c597c184c6f6583e0a971d579f4f2326383faaa8f73926e450b59

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "378e7dc7965ea1208b25203261c5562cc54f28748a5258c2634c8deba3efa050",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-07T21:16:55Z",
    "title_canon_sha256": "b94fd88618ad95696d2a86a049cd83ce5b96fdbf005f11b8bbcea1fba1484e8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.04093",
    "kind": "arxiv",
    "version": 4
  }
}