Pith Number

pith:ZIDM5G2S

pith:2025:ZIDM5G2SPZLW63MAOALAZ3FRMX

not attested not anchored not stored refs pending

UniSE: A Unified Framework for Decoder-Only Autoregressive LM-Based Speech Enhancement

Chengwei Liu, Haoyin Yan, Shaofei Xue, Xiaotao Liang, Yinghao Liu, Yuxiang Kong, Zheng Xue

arxiv:2510.20441 v2 · 2025-10-23 · cs.SD · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZIDM5G2SPZLW63MAOALAZ3FRMX}

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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

Reducing Linguistic Hallucination in LM-Based Speech Enhancement via Noise-Invariant Acoustic-Semantic Distillation

Receipt and verification

First computed	2026-07-03T01:17:14.168551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca06ce9b527e576f6d8070160cecb165fc547da261485aefb0afdb3008185b01

Aliases

arxiv: 2510.20441 · arxiv_version: 2510.20441v2 · doi: 10.48550/arxiv.2510.20441 · pith_short_12: ZIDM5G2SPZLW · pith_short_16: ZIDM5G2SPZLW63MA · pith_short_8: ZIDM5G2S

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/ZIDM5G2SPZLW63MAOALAZ3FRMX \
  | 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: ca06ce9b527e576f6d8070160cecb165fc547da261485aefb0afdb3008185b01

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08407cbbbe0d47ecc51b1bce28a0e327d9bd8e4f150457aeab632b41623e4b94",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-10-23T11:22:24Z",
    "title_canon_sha256": "51bc667ea594b2aaea89e06b4f0b57d8970b775450761fb8eada054a0526854c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.20441",
    "kind": "arxiv",
    "version": 2
  }
}