Pith Number

pith:ND4ZHNXZ

pith:2025:ND4ZHNXZF63B7FGZTJ2O4M5XNN

not attested not anchored not stored refs pending

Optimizing Knowledge Distillation in Transformers: Enabling Multi-Head Attention without Alignment Barriers

Jiajun Liang, Linze Li, Zhaodong Bing

arxiv:2502.07436 v1 · 2025-02-11 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ND4ZHNXZF63B7FGZTJ2O4M5XNN}

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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

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers

Receipt and verification

First computed	2026-07-05T10:12:37.352477Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68f993b6f92fb61f94d99a74ee33b76b64a5966fbfc09c76c6d239021ae8d90c

Aliases

arxiv: 2502.07436 · arxiv_version: 2502.07436v1 · doi: 10.48550/arxiv.2502.07436 · pith_short_12: ND4ZHNXZF63B · pith_short_16: ND4ZHNXZF63B7FGZ · pith_short_8: ND4ZHNXZ

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/ND4ZHNXZF63B7FGZTJ2O4M5XNN \
  | 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: 68f993b6f92fb61f94d99a74ee33b76b64a5966fbfc09c76c6d239021ae8d90c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8f6805ce8c1d47182ea55e6281535951e1ccb67461ac05fa483c5f7b17dfcb2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-11T10:24:57Z",
    "title_canon_sha256": "da88ff51b908b857b6430bd749e006cdac6ccf385f325bb794a5dae710949018"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07436",
    "kind": "arxiv",
    "version": 1
  }
}