Pith Number

pith:YQ22DCHL

pith:2020:YQ22DCHL2T3QW4UEZQZJFDKUZ2

not attested not anchored not stored refs pending

Attention is All You Need in Speech Separation

Cem Subakan, Jianyuan Zhong, Mirco Ravanelli, Mirko Bronzi, Samuele Cornell

arxiv:2010.13154 v2 · 2020-10-25 · eess.AS · cs.LG · cs.SD · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YQ22DCHL2T3QW4UEZQZJFDKUZ2}

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

1 paper in Pith

Developing an Effective Training Dataset to Enhance the Performance of AI-based Speaker Separation Systems

Receipt and verification

First computed	2026-07-05T02:21:18.139278Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c435a188ebd4f70b7284cc32928d54cea4a96352a28608c1c953898d42f2c8ba

Aliases

arxiv: 2010.13154 · arxiv_version: 2010.13154v2 · doi: 10.48550/arxiv.2010.13154 · pith_short_12: YQ22DCHL2T3Q · pith_short_16: YQ22DCHL2T3QW4UE · pith_short_8: YQ22DCHL

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/YQ22DCHL2T3QW4UEZQZJFDKUZ2 \
  | 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: c435a188ebd4f70b7284cc32928d54cea4a96352a28608c1c953898d42f2c8ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0813f092ca7b326348adfc72cf3689dcfbef06316466e578dcc1ccc0bd0aadb2",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SD",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2020-10-25T16:28:54Z",
    "title_canon_sha256": "ad1f89ef2554d6a9b0f155cec2da3b3a46964b7ac6715c07730f66660c0ded23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.13154",
    "kind": "arxiv",
    "version": 2
  }
}