Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:51:11.832886Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 1 inbound Pith citation observation for arXiv:2506.01365.
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 2026-08-07T11:51:11.832886Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:51:09.479147Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T11:51:12.675415Z
43 of 43 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ef798b6f-3a92-45cd-b13b-cb6e7ab9bd21 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 939a4c94-c33e-41bb-a9eb-1d76b740d270 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7d51e26a-34d5-40f0-8512-f376cac3e2b3 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 37bfde91-3d9f-43eb-8622-27d6fb12c8ff · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 12d97d49-01a5-4d69-842c-ece9c0f60556 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 833c88b7-5636-4adb-96dd-659c7764811d · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion MFCC vs PTM Features Pre-trained model based features have proven effective for various speech tasks, including V AD
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 49fb3993-86dd-45c4-a184-64e4fb714be2 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Dataset and Evaluation Metrics We conducted all our experiments on three publicly available datasets, i.e., AMI, Callhome, and V oxConverse, to ensure do- main diversity
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3ef24849-27fb-4d4d-8e30-9ecf004c37ac · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion A survey of convo- lutional neural networks: analysis, applications, and prospects,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d398ae63-8724-4b6a-9f6b-eb80523e5a3e · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion MFCC vs PTM Features First 3 columns in Table 1 shows the performance of V AD with individual features in terms of DER, FAR and MR
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation eec9b035-31f0-4487-b22d-453ef6f20906 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Our experiments show that simple fusion methods like addition and concatenation consistently outperform the more complex cross-attention mechanism
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b7cf4512-d6fe-4bc2-90b6-bc82a25d59b4 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Temporal modeling using di- lated convolution and gating for voice-activity-detection,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fd8a25d1-d16d-4e32-bb0e-4e3e79db3956 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Wavoice: An mmwave-assisted noise-resistant speech recogni- tion system,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8222dd9d-4393-4bb4-a8cb-5ce5f7d8b7f2 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Profile-error-tolerant target-speaker voice activity detection,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 679a867e-043f-416a-8b01-a477f1d0aee5 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Speaker Embeddings With Weakly Supervised Voice Activity Detection For Efficient Speaker Diarization
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e10244b7-7dfe-4a9b-b0ec-2a8203743f11 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Unveiling the state-of-the-art: A com- prehensive survey on voice activity detection techniques,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 783b5cb6-c1da-48ec-9972-8751fff5b9c9 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion V oice activity detection: Fusion of time and frequency domain features with a svm classifier,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5cc4d5a4-f4aa-4fa3-be5d-d4802a5ec1f3 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Analy- sis of derivative of instantaneous frequency and its application to voice activity detection,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 65f42d73-cb2d-4211-8c63-256f6bbaf333 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Robust speech recognition via large-scale weak supervision,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f763f485-49cf-42f7-932f-47987f604b98 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion A review of recurrent neural networks: Lstm cells and network architectures,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4266d00f-cbff-4121-94cd-08e422b1343e · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion A hybrid cnn-bilstm voice activity detector,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation aa3820dd-fd68-4e94-998e-3ed5b946acf6 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Feature learn- ing with raw-waveform cldnns for voice activity detection
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e16e1dc1-7fb9-485b-80d5-66fac811bdc7 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 867f4b01-b5f4-4431-988b-1c5c344019ba · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bec1e50-8035-4bad-a19a-a50b21c65200 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Wavlm: Large-scale self- supervised pre-training for full stack speech processing,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e161ca1d-c447-43eb-a71c-267d0ee7f257 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion A closer look at wav2vec2 embeddings for on-device single-channel speech en- hancement,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 13345372-e7a2-4b62-a873-1fdfa45bfc5e · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Unispeech-sat: Universal speech rep- resentation learning with speaker aware pre-training,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 775471c7-0d58-4ada-adc7-fc7114dd8980 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Scaling speech technology to 1,000+ languages,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b353c641-69c0-46cc-baa6-6a632f777a94 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Spot the conversation: speaker diarisation in the wild
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 70e2a298-5d4d-4288-8bcd-cfa4935a237b · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Base version checkpoints are considered for wav2vec 2.01, Hu- 1https://huggingface.co/facebook/ wav2vec2-base BERT2, WavLM3, UniSpeech 4and Whisper5
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 53a273fc-365b-4118-93fa-4e73e37f9a8d · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Enhancing whisper’s accu- racy and speed for indian languages through prompt-tuning and tokenization,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06ccb6e3-9ae4-49cb-a111-d5754034baee · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Self-supervised speech representation learning: A review,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 620f9e5c-8bd2-4289-90f8-8bc9f2f8eaeb · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Investigating Prosodic Signatures via Speech Pre-Trained Models for Audio Deepfake Source Attribution
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c1ee7fe-557f-4c6b-880a-fb3f624a8a3d · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Multi-View Multi-Task Modeling with Speech Foundation Models for Speech Forensic Tasks
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b3150781-14ea-40fe-8a97-74a8b0ef0d2f · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion A transformer-based voice activity detector,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b382a52b-bbd2-47fe-b586-6774fcc0acad · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Multitask detection of speaker changes, overlapping speech and voice activity using wav2vec 2.0,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b5687662-d01c-41fe-a795-98a53b41442f · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Feature extrac- tion using mfcc,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4b3137c4-f96b-4e44-ad1f-7748b7e574d7 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Unleashing the killer corpus: experiences in creating the multi-everything ami meeting corpus,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d0a65c65-e5e5-4e6c-87d4-a2e1b5cc3b28 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion 2000 nist speaker recognition evaluation,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 46a94862-248c-4110-ad59-a7f343668c0a · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Pyannote. audio: neural building blocks for speaker diarization,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 98c46501-02bf-4a18-b6c4-d86355140ca6 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion End-to-end speaker segmentation for overlap-aware resegmentation
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8372bbce-579c-4296-9b7d-c874a795c96a · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Speaker recognition from raw wave- form with sincnet,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a3c4611a-7a41-452d-b56e-3aa0e059262c · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion rvad: An unsupervised segment- based robust voice activity detection method,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 49dbc3c4-1c47-4149-b9ef-c03473418d92 · outbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Boosted deep neural networks and multi-resolution cochleagram features for voice activity detec- tion
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 939a4c94-c33e-41bb-a9eb-1d76b740d270 · inbound
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.