Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T14:05:25.940672Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 2 inbound Pith citation observations for arXiv:2412.12512.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T14:05:25.940672Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T16:58:02.481574Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-30T14:24:45.592114Z
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 19b250f4-bbc9-49f6-8971-e1667a6e15f7 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Neural target speech extraction: An overview,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation be20176c-dc09-4550-a0b7-0238337c6f35 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Speech separation with pretrained frontend to minimize domain mismatch,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3961b256-2393-4ed4-9444-dc071ccb6b22 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Spex: Multi-scale time domain speaker extraction network,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f491bc91-3d51-4ea3-bbaa-75fec09f2183 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Spex+: A complete time domain speaker extraction network,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 09d2fa82-48e0-443b-934c-266b32585615 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Target speaker verification with se- lective auditory attention for single and multi-talker speech,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation be92ded4-772c-4814-8355-db5d3b23a9e6 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data V oxCeleb2: Deep speaker recognition,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5402311e-22b6-4b1c-a716-8762526b6352 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data LibriTTS: A corpus derived from librispeech for text-to- speech,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation efc50805-be03-43fb-91f4-e11d6ea6c955 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data LibriSpeech: an asr corpus based on public domain audio books,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e86aba8e-439f-454c-9f28-f12d5591fe2d · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Machine Learning for Synthetic Data Generation: A Review
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8985dcd2-17ca-41a7-a31e-d7633fc9338e · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f699387c-056d-46b3-9eca-131c26961bd9 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data What makes good synthetic training data for learning dis- parity and optical flow estimation?
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 39b4c628-81e1-48bd-8bbb-7d4820bc7724 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Deep learning-enabled medical computer vision,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cf96305f-aa52-49fa-9d75-1d3cc51da5f3 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Data augmentation for low- resource neural machine translation,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 42e86da4-6763-4692-8cee-6ba6485242e4 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data A survey of data augmentation approaches for nlp,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1012f1fd-2c6e-4cb2-8a2b-4440191e488d · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data A Survey on Data Synthesis and Augmentation for Large Language Models
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c71a945b-80a6-4d9d-9a53-c52991619646 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data SYNT++: Utilizing imperfect synthetic data to improve speech recognition,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a8b35c9a-e69a-4c40-bde6-33bf290bf0c3 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data SynthASR: Unlocking synthetic data for speech recogni- tion,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f20d2363-edaa-44b1-9dae-93e634e7a4b3 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Effective data augmentation methods for neural text-to-speech systems,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4f623136-4b83-4772-98ec-083d16a362ef · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data TTS-by-TTS 2: Data-selective augmentation for neural speech synthesis using ranking support vector machine with variational autoencoder,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3e0fbc96-5f59-4500-a78d-89731dd42161 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Speaker augmentation for low resource speech recognition,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 871c20cc-f190-43e9-b436-ab8a5947669c · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Overcoming data scarcity in speaker identification: Dataset augmentation with synthetic mfccs via character-level rnn,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation eac30b13-f307-4f99-b3c5-6717e31c8146 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Target speaker extraction with curriculum learning,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c5f08fdc-bb07-4df0-8766-8e36006b7d81 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Curriculum learning: A survey,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1617ea84-6a51-4321-97ab-468889d7cd89 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Improving curriculum learning for target speaker extraction with synthetic speakers
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9316f2b1-420c-4572-aab6-6dd903560241 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data SALT: Distinguish- able speaker anonymization through latent space transformation,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 804a8539-7d82-43dc-8fa8-3bfdbb3591e6 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data SpeakerBeam: Speaker aware neural network for target speaker extraction in speech mixtures,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f6bf5473-da86-4929-a7b5-b5e6f429f65f · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data V oiceFilter: Targeted voice separation by speaker-conditioned spectrogram masking,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d2ea3ce5-c068-443c-980b-9d92cda77b16 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Deep neural networks for small footprint text-dependent speaker verification,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a3b5fd32-94fd-4060-9e11-bb5a4d452b45 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Conformer: Convolution- JOURNAL OF LATEX CLASS FILES, VOL. XX, NO. X, XXX 2022 12 augmented transformer for speech recognition,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 99968acd-29bc-4dae-9a59-acc260fb9d00 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data ECAPA-TDNN: Emphasized channel attention, propagation and aggregation in TDNN based speaker verification,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 19c705e8-7ddb-458f-91f3-89305faf7973 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Complex ratio masking for monaural speech separation,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 288dd581-62b1-4ac1-8f38-77c3b136e5bd · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data CSR-I (WSJ0) Complete,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation da9cba9c-7934-4220-bc05-bfe2a49c4a1f · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data LibriMix: An Open-Source Dataset for Generalizable Speech Separation
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2635c539-2ee4-45c7-aa1f-f127e5be13ad · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Data augmentation for speech separation,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d2e71f56-a5fe-4421-9d43-0ffb6f9d0b29 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Employing real training data for deep noise suppression,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 527d4c46-f7f3-4386-ac5c-57653f5451c3 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Perceptual evaluation of speech quality (pesq)—a new method for speech quality assessment of telephone networks and codecs,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 854c88b4-ee8a-4a76-a158-6de42a5078fc · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data NaturalSpeech 3: Zero-shot speech synthesis with factorized codec and diffusion models,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5e94b42c-f0ea-454e-979c-0521f4e787d6 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ebe90da-d97e-4d12-a128-be2ba4309274 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data FastSpeech 2: Fast and High-Quality End-to-End Text to Speech
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf41df21-2d85-4d03-ad71-8eb0d50cda16 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Synvox2: Towards a privacy-friendly V oxCeleb2 dataset,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 52217345-bdb1-499b-955b-a8c234d5b174 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data WavLM: Large-scale self-supervised pre- training for full stack speech processing,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 096296db-06f7-4ded-94e9-73174d971e7e · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Nearest neighbor pattern classification,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cdbb77f7-6cb8-436f-bb4e-a134358a7efd · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data HiFi-GAN: Generative adversarial net- works for efficient and high fidelity speech synthesis,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e892e776-5dd9-47b3-8235-e48426ad68c9 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Speaker anonymization using orthogonal householder neural network,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4c8eb7fe-090e-4898-b47f-7fde47838429 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Yet another algorithm for pitch tracking (Y AAPT),
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7e4ed4c6-8c3e-483b-b8f3-2b0f1bad3473 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data HuBERT: self-supervised speech representation learning by masked prediction of hidden units,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d164a870-fcd7-4d8e-9aeb-6b2f8413bd49 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Attentive statistics pooling for deep speaker embedding,
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0bfad4d8-744c-4803-b2a0-e44cd4113727 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Additive margin softmax for face verification,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8224650f-5820-4953-82e6-ab950dfccf9e · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Open-Source Conversational AI with SpeechBrain 1.0
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c75973e2-3d35-4d1b-b005-75f4b6b5d6a0 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data V oxCeleb: a large- scale speaker identification dataset,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fb754191-333a-4408-9b30-a31a132ed685 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data CN-Celeb: multi-genre speaker recognition,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 44c5f1b1-47d2-47bc-bed1-0978a1be1f0d · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data TorchMetrics - measuring reproducibility in pytorch,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 31b2afeb-3331-40cb-992a-ee4dd3bd7a85 · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data ICASSP 2021 deep noise suppression challenge,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 57f5eb54-bea9-4e99-a9ad-6897ee97b23f · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0f1d672-b665-4b7c-bfdb-d58aeb88c18f · outbound
Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data 22 605–22 623
Reference 235
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ff96ee8b-2756-4927-82cc-6de689893135 · inbound
Interpolating Speaker Identities in Embedding Space for Data Expansion Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8503687a-c68d-471e-8c66-def7496542be · inbound
Child-Centric Voice Anonymization in Single and Multi-Speaker Speech via Domain-Adapted SSL Models Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.