Pith Number

pith:XB5CPIL6

pith:2022:XB5CPIL6DGS3IFXKGHCEDSQKH3

not attested not anchored not stored refs pending

Cross-Attention is all you need: Real-Time Streaming Transformers for Personalised Speech Enhancement

Alberto Gil C. P. Ramos, Malcolm Chadwick, Shucong Zhang, Sourav Bhattacharya

arxiv:2211.04346 v1 · 2022-11-08 · eess.AS · cs.SD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XB5CPIL6DGS3IFXKGHCEDSQKH3}

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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

Active Speech Enhancement: Active Speech Denoising Decliping and Deveraberation

Receipt and verification

First computed	2026-07-05T05:14:28.756078Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b87a27a17e19a5b416ea31c441ca0a3eede6c458a42b1c0760f2fc9bd203d966

Aliases

arxiv: 2211.04346 · arxiv_version: 2211.04346v1 · doi: 10.48550/arxiv.2211.04346 · pith_short_12: XB5CPIL6DGS3 · pith_short_16: XB5CPIL6DGS3IFXK · pith_short_8: XB5CPIL6

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/XB5CPIL6DGS3IFXKGHCEDSQKH3 \
  | 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: b87a27a17e19a5b416ea31c441ca0a3eede6c458a42b1c0760f2fc9bd203d966

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d77c363866a7cbe2cc9eaa86a489be720dc16b3814f674f5c245bc420a83221",
    "cross_cats_sorted": [
      "cs.SD"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2022-11-08T16:12:38Z",
    "title_canon_sha256": "ad16db0ff7be682472b66614e3297b71390e3562ca40fd6562ea7475c40eaea1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.04346",
    "kind": "arxiv",
    "version": 1
  }
}