Pith Number

pith:XFREMA62

pith:2023:XFREMA62RWHFEQQTYW6UOWLNGA

not attested not anchored not stored refs pending

Improving Label Assignments Learning by Dynamic Sample Dropout Combined with Layer-wise Optimization in Speech Separation

Chenyang Gao, Ivan Marsic, Yue Gu

arxiv:2311.12199 v1 · 2023-11-20 · cs.SD · cs.LG · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XFREMA62RWHFEQQTYW6UOWLNGA}

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.

Receipt and verification

First computed	2026-07-05T07:15:01.909394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9624603da8d8e524213c5bd47596d3030cff68812494183aeba8a671c7a3076

Aliases

arxiv: 2311.12199 · arxiv_version: 2311.12199v1 · doi: 10.48550/arxiv.2311.12199 · pith_short_12: XFREMA62RWHF · pith_short_16: XFREMA62RWHFEQQT · pith_short_8: XFREMA62

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/XFREMA62RWHFEQQTYW6UOWLNGA \
  | 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: b9624603da8d8e524213c5bd47596d3030cff68812494183aeba8a671c7a3076

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c4bb76d52f36fd9b23653055708ef6140b3f65455200837740a8131233225a7",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2023-11-20T21:37:38Z",
    "title_canon_sha256": "2a8e11fa3b40b6149a09d31b8d9a2108c6958aee4fde6b6224bd0fa7f859a18c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12199",
    "kind": "arxiv",
    "version": 1
  }
}