Pith Number

pith:GUCU3AYW

pith:2024:GUCU3AYWYHRPXBCJM7W4WS65EY

not attested not anchored not stored refs pending

Towards understanding how attention mechanism works in deep learning

Shihua Zhang, Tianyu Ruan

arxiv:2412.18288 v1 · 2024-12-24 · cs.LG · cs.AI · cs.CV · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GUCU3AYWYHRPXBCJM7W4WS65EY}

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

2 papers in Pith

MomentKV: Closing the Directional Gap in KV Cache Eviction for Long-Context Inference

Robust Filter Attention: Self-Attention as Precision-Weighted State Estimation

Receipt and verification

First computed	2026-07-05T09:53:53.392401Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35054d8316c1e2fb844967edcb4bdd2629bb558f53e00e377f9b1820b44d1d46

Aliases

arxiv: 2412.18288 · arxiv_version: 2412.18288v1 · doi: 10.48550/arxiv.2412.18288 · pith_short_12: GUCU3AYWYHRP · pith_short_16: GUCU3AYWYHRPXBCJ · pith_short_8: GUCU3AYW

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/GUCU3AYWYHRPXBCJM7W4WS65EY \
  | 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: 35054d8316c1e2fb844967edcb4bdd2629bb558f53e00e377f9b1820b44d1d46

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b609593de96830ae577b8b8e381bcb60b4780f41ece886c461e0039a5374f639",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-24T08:52:06Z",
    "title_canon_sha256": "3da37e4e8410163955ae84fc0265a3417d4501be6fcaf32dbcf69b3a1937daa7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18288",
    "kind": "arxiv",
    "version": 1
  }
}