Pith Number

pith:LAOL5YD5

pith:2025:LAOL5YD5LQSCNLNPRIXQRRXPNX

not attested not anchored not stored refs pending

Context-Aware Two-Step Training Scheme for Domain Invariant Speech Separation

Haizhou Li, Jingru Lin, Shuai Wang, Wupeng Wang, Zexu Pan

arxiv:2503.12589 v1 · 2025-03-16 · cs.SD · eess.AS

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\usepackage{pith}
\pithnumber{LAOL5YD5LQSCNLNPRIXQRRXPNX}

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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

Adversarial Stress Testing of Role-Playing Language Agents using Multi-Agent Evaluation

Receipt and verification

First computed	2026-07-05T10:32:16.633979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

581cbee07d5c2426adaf8a2f08c6ef6dce3c03bf3262e9241a470b4ecc46099b

Aliases

arxiv: 2503.12589 · arxiv_version: 2503.12589v1 · doi: 10.48550/arxiv.2503.12589 · pith_short_12: LAOL5YD5LQSC · pith_short_16: LAOL5YD5LQSCNLNP · pith_short_8: LAOL5YD5

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/LAOL5YD5LQSCNLNPRIXQRRXPNX \
  | 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: 581cbee07d5c2426adaf8a2f08c6ef6dce3c03bf3262e9241a470b4ecc46099b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6ee342a5ef17e3f76dea693704c5da4e2fa53960ae1c1a3c3d5111c94cc6d73",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-03-16T17:49:07Z",
    "title_canon_sha256": "eff26b5358a4be2ad551717b57d9f7d2323b629d903ef7a684e2a6ab56d07791"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.12589",
    "kind": "arxiv",
    "version": 1
  }
}