Pith Number

pith:D7VLL33G

pith:2020:D7VLL33GC2OJ7PF4XEGGSEKR3X

not attested not anchored not stored refs pending

Talking-Heads Attention

Le Hou, Nan Ding, Noam Shazeer, Youlong Cheng, Zhenzhong Lan

arxiv:2003.02436 v1 · 2020-03-05 · cs.LG · cs.NE · cs.SD · eess.AS · 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{D7VLL33GC2OJ7PF4XEGGSEKR3X}

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

Motion-Compensated Weight Compression

Nexusformer: Nonlinear Attention Expansion for Stable and Inheritable Transformer Scaling

Position-Agnostic Pre-Projection for Transformer Attention: Nonlinear Feature Construction and Content Skip Before Q/K/V

TalkLoRA: Communication-Aware Mixture of Low-Rank Adaptation for Large Language Models

Receipt and verification

First computed	2026-07-05T00:45:56.498692Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1feab5ef66169c9fbcbcb90c691151ddf57eca52217880c1041ef6ea3da16eb6

Aliases

arxiv: 2003.02436 · arxiv_version: 2003.02436v1 · doi: 10.48550/arxiv.2003.02436 · pith_short_12: D7VLL33GC2OJ · pith_short_16: D7VLL33GC2OJ7PF4 · pith_short_8: D7VLL33G

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/D7VLL33GC2OJ7PF4XEGGSEKR3X \
  | 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: 1feab5ef66169c9fbcbcb90c691151ddf57eca52217880c1041ef6ea3da16eb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80d1c337000830737848a4391c6f4defa1a2387f68cbde76fd72cf3ad2a69d71",
    "cross_cats_sorted": [
      "cs.NE",
      "cs.SD",
      "eess.AS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-05T05:17:17Z",
    "title_canon_sha256": "75b956b0d3615c1a96bf265ba58d92b153d30a07fb95f2907f6db0fb3b41442b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.02436",
    "kind": "arxiv",
    "version": 1
  }
}