Pith. sign in

Paper Citation Record · LEDGER

FasTUSS: Faster Task-Aware Unified Source Separation

As of 20 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2507.11435.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.11435 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:12:56.315125Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

53 of 53 outbound references displayed

  • verified exact2
  • verified fuzzy43
  • unresolved7
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 07baa2c3-0f14-4cc0-840a-5987ee826065 · outbound

This paper cites Supervised speech separation based on deep learning: An overview,.

FasTUSS: Faster Task-Aware Unified Source Separation Supervised speech separation based on deep learning: An overview,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:03.078711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:52.595773Z digest=sha256:90eb36d4d694f6d8e5186aa135b80747c799cf817f0a04d3b84d43b8db740adf

Observation ebe2e284-e80c-4fe4-9225-6703ab01c3c4 · outbound

This paper cites The Interspeech 2020 Deep Noise Suppression challenge: Datasets, subjective testing framework, and challenge results,.

FasTUSS: Faster Task-Aware Unified Source Separation The Interspeech 2020 Deep Noise Suppression challenge: Datasets, subjective testing framework, and challenge results,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:02.821124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:52.732673Z digest=sha256:6249a32db6d252d855b0f9fa579d5cb96715ada54a9a0adc620371d64dde8cf8

Observation 9676fc22-c842-441a-bfc8-e94e872106b6 · outbound

This paper cites Toward universal speech enhancement for diverse input conditions,.

FasTUSS: Faster Task-Aware Unified Source Separation Toward universal speech enhancement for diverse input conditions,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:02.625640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:52.889220Z digest=sha256:dfc28eb9effe9e391e7926c4e0c6999574df7cf3f1317e25c49307ccf026cac3

Observation 87dcc044-489d-4a16-b5c7-6e6b89e77d9a · outbound

This paper cites Deep clustering: Discriminative embeddings for segmentation and separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Deep clustering: Discriminative embeddings for segmentation and separation,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:02.342418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:52.976171Z digest=sha256:c29660663ba1701e8a76c2c9833e10305da6bf610f6bc5b61005e13fb376d085

Observation 3cabb692-517c-48db-9eb8-a7f84f077878 · outbound

This paper cites Permutation invariant training of deep models for speaker-independent multi-talker speech separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Permutation invariant training of deep models for speaker-independent multi-talker speech separation,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:02.174081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.029779Z digest=sha256:3837be033e2c59e86fc9621b11026bb7d220e826cc8df371799bf831673b003f

Observation cc7602d7-3382-47a4-a7ad-906cbc256492 · outbound

This paper cites Dual-Path RNN: Efficient long sequence modeling for time-domain single-channel speech separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Dual-Path RNN: Efficient long sequence modeling for time-domain single-channel speech separation,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:01.872776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.097768Z digest=sha256:48dfd6e57673f2c148f67770d2c5cd9f7f800e635acf8c81dff7fab11239f565

Observation 09adbbad-6f1f-464f-97e7-5420d47be0b7 · outbound

This paper cites Attention is all you need in speech separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Attention is all you need in speech separation,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:01.692933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.201968Z digest=sha256:d81bff834df2f019bc91bab3b3abe8485fbeea5e1cbc7bb7f2dfef27a993d7d9

Observation c3c06759-4b13-41db-baab-3803d37abddb · outbound

This paper cites TF-GridNet: Integrating full-and sub-band modeling for speech separation,.

FasTUSS: Faster Task-Aware Unified Source Separation TF-GridNet: Integrating full-and sub-band modeling for speech separation,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:01.508785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.300633Z digest=sha256:74936cf3da464b5682bbfd665409fe677e5b6e2016e010710823ec673cdd4168

Observation 31240675-1a51-427d-9fa7-0344a5abcaf3 · outbound

This paper cites Music source separation with band-split RNN,.

FasTUSS: Faster Task-Aware Unified Source Separation Music source separation with band-split RNN,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:01.274803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.435659Z digest=sha256:08fbe494b485a786f8b432b25444a5c97cb0a1be3a23f09987a338c58c586c2c

Observation 74249006-9cf4-47d8-9667-57eaffbb82a6 · outbound

This paper cites All for one and one for all: Improving music separation by bridging networks,.

FasTUSS: Faster Task-Aware Unified Source Separation All for one and one for all: Improving music separation by bridging networks,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:01.196449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.593815Z digest=sha256:7a4afeb525f7cb015aafbce343bcd053c47c46dbbb2ff65e6980d0305218bb21

Observation f32736a6-ffa6-4115-975a-dc0789635a7f · outbound

This paper cites Universal sound separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Universal sound separation,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:01.134528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.691821Z digest=sha256:e149f509d44dbab3834579bacaf6a9f3134b68ec4231f76cdcfae5e22cf56aa2

Observation ce7c9d5e-b8cc-4d39-92b1-74caeab5d28c · outbound

This paper cites Improving universal sound separation using sound classification,.

FasTUSS: Faster Task-Aware Unified Source Separation Improving universal sound separation using sound classification,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:01.037468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.742491Z digest=sha256:e583cbb3587919abf9fa60215283a7dd98e7a08bb248f3c5cbc5d10de0284fe7

Observation 5e0fc7e8-cd83-472a-8d0b-5db917a059fa · outbound

This paper cites Multi-task audio source separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Multi-task audio source separation,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:00.856755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.779752Z digest=sha256:3153c2c596c78c58388674ec503e588b833d9e09de4a89daf33b2382a048aa6b

Observation 6a68f7e6-e8cc-4f8d-a996-0acf62eedb97 · outbound

This paper cites The cocktail fork problem: Three-stem audio separation for real-world soundtracks,.

FasTUSS: Faster Task-Aware Unified Source Separation The cocktail fork problem: Three-stem audio separation for real-world soundtracks,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:00.616272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.812910Z digest=sha256:ac89152520a4c83c4b8dcb0b60294d123ec5620feddeb767d6069124554e3408

Observation fb0f9adf-4f25-4dc2-8c39-9809562d43ae · outbound

This paper cites The Sound Demixing Challenge 2023 – Cinematic Demixing Track,.

FasTUSS: Faster Task-Aware Unified Source Separation The Sound Demixing Challenge 2023 – Cinematic Demixing Track,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:00.492989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.851381Z digest=sha256:bacf6acc571167e4565fbd27c5246b384d85f54de5fca5a5e4a8bcfb597b9d73

Observation 5a119569-437f-4f46-9e30-511aae19108b · outbound

This paper cites GASS: Generalizing audio source separation with large-scale data,.

FasTUSS: Faster Task-Aware Unified Source Separation GASS: Generalizing audio source separation with large-scale data,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:00.373825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.927286Z digest=sha256:8fd57ebff9ddb1a3ccf3c62e79eefd778bbef4d5016fa45b9a09fda9228cbe3a

Observation 5f98e7eb-ed5c-4366-a911-fea46d865327 · outbound

This paper cites Task- aware unified source separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Task- aware unified source separation,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:00.243180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.970523Z digest=sha256:978e53d4f9eda4e42da0e37e6dc05e279b9364ebab0d7c3bdff731c423f587f1

Observation 76685d8d-0e35-4cb3-8de4-7c80300f4c4c · outbound

This paper cites Speakerbeam: Speaker aware neural network for target speaker extraction in speech mixtures,.

FasTUSS: Faster Task-Aware Unified Source Separation Speakerbeam: Speaker aware neural network for target speaker extraction in speech mixtures,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:00.126190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:53.997928Z digest=sha256:cbbb311c905095417d52a6d1437f0fa592ad98e05e97d3b3ad472054899dad5f

Observation ea89b624-cc56-48c7-be76-4b7278596fa9 · outbound

This paper cites Few-shot musical source separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Few-shot musical source separation,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:00.036283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.105908Z digest=sha256:6173985644609158673c4930f4511ef3dc516f9647d67da3527dfaa29772f718

Observation 09ca9a05-6aec-481a-aac5-3ba3f3211529 · outbound

This paper cites Zero-shot audio source separation through query-based learning from weakly-labeled data,.

FasTUSS: Faster Task-Aware Unified Source Separation Zero-shot audio source separation through query-based learning from weakly-labeled data,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:59.897701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.156012Z digest=sha256:77e0aeef9f3815f38b5907f6e2a04def5f7f11e197301a4fc0b898601900722d

Observation 484dadd6-8f2f-48da-ba7c-110369682a0f · outbound

This paper cites V oicefilter: Targeted voice separation by speaker-conditioned spectrogram masking,.

FasTUSS: Faster Task-Aware Unified Source Separation V oicefilter: Targeted voice separation by speaker-conditioned spectrogram masking,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:59.776068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.213526Z digest=sha256:3526bd763f3894d878553c31dc330c45b31ba807ad8911dd765ea944bc4ec6e5

Observation e9f99e0c-0762-4970-af52-e9f21b2ef1a4 · outbound

This paper cites Class- conditional embeddings for music source separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Class- conditional embeddings for music source separation,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:59.667924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.308603Z digest=sha256:be2bfe33d28ace7b1449b1e9ebbdca18e91345cf9d55ccafd08cea154cc9f746

Observation 1034c7ca-5444-47de-9e19-018c5518dc52 · outbound

This paper cites Listen to what you want: Neural network-based universal sound selector,.

FasTUSS: Faster Task-Aware Unified Source Separation Listen to what you want: Neural network-based universal sound selector,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:59.535358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.331647Z digest=sha256:f8e54c1260f0a17ec4cce2efca48c38ee3da1c761c064e93c37c01b3841b2165

Observation 0b7a979f-c421-4611-a994-1c90caee0f40 · outbound

This paper cites Heterogeneous target speech separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Heterogeneous target speech separation,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:59.418285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.405738Z digest=sha256:b7e135aee4d006f6dde3a17e9ea76c03ed8af7fd8b4a57c07523c1690126649c

Observation 7a93e1e9-6f41-45b3-b998-024720d89878 · outbound

This paper cites SoundBeam: Target sound extraction conditioned on sound-class labels and enrollment clues for increased performance and continuous learning,.

FasTUSS: Faster Task-Aware Unified Source Separation SoundBeam: Target sound extraction conditioned on sound-class labels and enrollment clues for increased performance and continuous learning,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:59.315889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.497338Z digest=sha256:e1e61fb0579a2428d5445b9ff3d9550c8b876a0d015fea780c124db5d79af90c

Observation 818950dd-4a90-46d4-a3db-5837d74f6737 · outbound

This paper cites Audio query-based music source separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Audio query-based music source separation,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:59.175335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.528789Z digest=sha256:3070031fcccdbf18b72b018f05716aaa8a85dc0bc7c64a7f4cdda6c5ffd30437

Observation 995fe5c9-65f3-45a1-82ab-0697b40306aa · outbound

This paper cites Text-driven separation of arbitrary sounds,.

FasTUSS: Faster Task-Aware Unified Source Separation Text-driven separation of arbitrary sounds,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:59.067529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.628104Z digest=sha256:4bd648ed2f1f52d40bced894576e5c253123c2396e1ccd729fe239a731ccf47c

Observation 08ed91b1-a093-425d-be8e-ea6a3a50a68a · outbound

This paper cites Separate what you describe: Language-queried audio source separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Separate what you describe: Language-queried audio source separation,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:58.930857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.690358Z digest=sha256:cb97944f401ce32c34723d45a57466e35d99894b1254e379117b93cf392bb614

Observation 6f238b75-df71-494c-a36d-267a53b4171d · outbound

This paper cites Clapsep: Leveraging contrastive pre-trained model for multi-modal query-conditioned target sound extraction,.

FasTUSS: Faster Task-Aware Unified Source Separation Clapsep: Leveraging contrastive pre-trained model for multi-modal query-conditioned target sound extraction,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:58.808027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.787472Z digest=sha256:291caf57ffc16d81756f41f7fc937ddd82790c34df8503a2461f316035952d3c

Observation 971fb8f9-95a8-427d-ba8f-7fdf3c8a865f · outbound

This paper cites TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement.

FasTUSS: Faster Task-Aware Unified Source Separation TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T17:12:54.857592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:12:54.857592Z digest=sha256:648b39d745a765e84197e431e67960513c28243e8c600fd5e1fc66a58bc5d90d

Observation 0e3f5e2a-a1c9-418a-ba3c-f05845f1669d · outbound

This paper cites Music source separation with band-split rope transformer,.

FasTUSS: Faster Task-Aware Unified Source Separation Music source separation with band-split rope transformer,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:58.707619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.904013Z digest=sha256:e325a4b18460b183de128db8c14df4428af64130a1cfd19836e60d1e89aa2b15

Observation ebd12936-28c9-4f26-9360-802b80890fb1 · outbound

This paper cites Efficient memory management for large language model serving with PagedAttention,.

FasTUSS: Faster Task-Aware Unified Source Separation Efficient memory management for large language model serving with PagedAttention,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:58.577807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:54.955673Z digest=sha256:54d0beb02eee59802fe862081f2836831500d9de7de992d9edf40e667be30da3

Observation d69726f3-d8a4-448a-8a81-52896850cba9 · outbound

This paper cites ShuffleNet: An extremely efficient convolutional neural network for mobile devices,.

FasTUSS: Faster Task-Aware Unified Source Separation ShuffleNet: An extremely efficient convolutional neural network for mobile devices,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:58.451064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.043344Z digest=sha256:9e94ca0acdc04f008f2dd45937eee5e3d6261026cbe19a2d5c86f1aa81d6cf4f

Observation 9ddde20a-691a-48cf-b37d-20d498dea297 · outbound

This paper cites ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design.

FasTUSS: Faster Task-Aware Unified Source Separation ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T17:12:55.110200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:12:55.110200Z digest=sha256:d2f6ac635e5c3a8fbcfcebc2d89467b9d00561aceba57395a21c4543e371de03

Observation 2e7ff976-aeb7-4cf7-8b10-0b97635357ca · outbound

This paper cites MicroNet: Improving image recognition with extremely low FLOPs,.

FasTUSS: Faster Task-Aware Unified Source Separation MicroNet: Improving image recognition with extremely low FLOPs,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:58.357695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.156889Z digest=sha256:f58e7eeb9d312775c6f17858b062158368face23ec8869f1f17334634aab5be8

Observation c59c9c9a-dfa4-4b7e-be5f-dd51e40c55ec · outbound

This paper cites Xception: Deep learning with depthwise separable convolu- tions,.

FasTUSS: Faster Task-Aware Unified Source Separation Xception: Deep learning with depthwise separable convolu- tions,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:58.203076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.228835Z digest=sha256:1aed2d1a172ba45d5f5c1cca0ab4df9bf630d03fb59fb0570986fe25143f0a64

Observation 499f1864-d289-4fa0-8079-9e73e8de62e8 · outbound

This paper cites MCUNet: Tiny Deep Learning on IoT Devices.

FasTUSS: Faster Task-Aware Unified Source Separation MCUNet: Tiny Deep Learning on IoT Devices

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T17:12:55.314290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:12:55.314290Z digest=sha256:3481798de9f16b12b01604bc9d198cfeddb3e87648ef0f6a05a1eda50ca789bf

Observation 7d3634d2-b832-44ec-a4f4-c20b8a3d9a4c · outbound

This paper cites PhiNets: A scalable backbone for low-power AI at the edge,.

FasTUSS: Faster Task-Aware Unified Source Separation PhiNets: A scalable backbone for low-power AI at the edge,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:58.062476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.358399Z digest=sha256:79953ce88773c76fa1e4f47ad68e6a44ab64bc18574b8d3eb7c784a8a591e348

Observation 8673fa51-e7cd-48b7-b790-dc7d5aef1ee4 · outbound

This paper cites Sudo RM -RF: Efficient networks for universal audio source separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Sudo RM -RF: Efficient networks for universal audio source separation,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:57.958005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.386193Z digest=sha256:ace245b8fbf863fb009c839ad0e0f2fe06d9799c70fe0e45c6a2bb9059eb0e64

Observation 7c4e11ee-6fa9-4432-b7f7-cd0ff9c76fc3 · outbound

This paper cites Exploring self-attention mechanisms for speech separation,.

FasTUSS: Faster Task-Aware Unified Source Separation Exploring self-attention mechanisms for speech separation,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:57.831573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.457374Z digest=sha256:ad30e453f464caae061e2e03c21d6642f1679f88a0a49349e1755d527e991c7c

Observation dedaaa65-3fd2-4d68-9167-de2d637aebee · outbound

This paper cites Luna: Linear Unified Nested Attention.

FasTUSS: Faster Task-Aware Unified Source Separation Luna: Linear Unified Nested Attention

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:12:56.706579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.539651Z digest=sha256:2c40b722987fdf48dfc5f19294d8e5790bf6e19a922c0a2920bb3644733c4dfa

Observation b1268dc9-f5f7-4444-9cb4-12e7de5746b8 · outbound

This paper cites EfficientViT: Memory efficient vision transformer with cascaded group attention,.

FasTUSS: Faster Task-Aware Unified Source Separation EfficientViT: Memory efficient vision transformer with cascaded group attention,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:57.697302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.575324Z digest=sha256:65e4384e9269d1519e5b0ec2df4d6efc2050335f6225594bb089af3de832090e

Observation 94292496-1c5b-4ac5-9c7b-8d5d429f3878 · outbound

This paper cites The Voice Bank corpus: Design, collection and data analysis of a large regional accent speech database,.

FasTUSS: Faster Task-Aware Unified Source Separation The Voice Bank corpus: Design, collection and data analysis of a large regional accent speech database,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:57.596077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.639625Z digest=sha256:d1f6ef10bf87a04b5ba3fedb6bdec0e9c46ae6e0d34ad34496e5495d3aadde45

Observation e2a25718-348b-42c4-878d-a698ec989d9b · outbound

This paper cites an unresolved cited work.

FasTUSS: Faster Task-Aware Unified Source Separation Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:12:57.460086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.715501Z digest=sha256:bade1348c1215b0a9b6e843dfa3d3378105e287ef1120370460ca15b4a0159d0

Observation b3a7e005-8432-4b21-88ed-422bc269ddf2 · outbound

This paper cites Urgent challenge: Universality, robustness, and generalizability for speech enhancement,.

FasTUSS: Faster Task-Aware Unified Source Separation Urgent challenge: Universality, robustness, and generalizability for speech enhancement,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:57.319840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.750794Z digest=sha256:6c14bcf3748f9f2fff77ab942fff9734d3f167d10ffa6d36f42a9295013b3663

Observation 76ffc529-2536-408d-beec-2b561525938f · outbound

This paper cites Fsd50k: an open dataset of human-labeled sound events,.

FasTUSS: Faster Task-Aware Unified Source Separation Fsd50k: an open dataset of human-labeled sound events,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:57.207352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.831302Z digest=sha256:70b94c23572a007c63fe40969094eebf5c41656816c863020b64b16324f8659b

Observation a7d81614-bd29-4fea-9559-efa26df392dc · outbound

This paper cites WHAM!: Extending speech separation to noisy environments,.

FasTUSS: Faster Task-Aware Unified Source Separation WHAM!: Extending speech separation to noisy environments,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:57.055974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.916332Z digest=sha256:b1f02c3983a07d1d9018dd86d38efaeba850a9830ad9d3e143648ffe7adbdb5a

Observation 83b10f8b-d7ad-48a6-ac4e-5fdc6cbd5bac · outbound

This paper cites The diverse environments multi- channel acoustic noise database (DEMAND): A database of multichannel environmental noise recordings,.

FasTUSS: Faster Task-Aware Unified Source Separation The diverse environments multi- channel acoustic noise database (DEMAND): A database of multichannel environmental noise recordings,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:12:56.922860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:55.965857Z digest=sha256:5a0f81e26e1e48cc8922478c0bc978e4b926a11ae92b3e9ede6679a7647f5154

Observation abe4a548-13ff-46fa-8f5e-7f5ebb24f9ff · outbound

This paper cites MUSDB18-HQ - an uncompressed version of MUSDB18,.

FasTUSS: Faster Task-Aware Unified Source Separation MUSDB18-HQ - an uncompressed version of MUSDB18,

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T17:12:56.052362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:12:56.052362Z digest=sha256:7dedf0dee11362a2d5a394ccfbc017b683d91783ead39b3125f5a01b40fa894c

Observation bf198aee-8e11-434b-be11-ef679fb24099 · outbound

This paper cites Moisesdb: A dataset for source separation beyond 4-stems.

FasTUSS: Faster Task-Aware Unified Source Separation Moisesdb: A dataset for source separation beyond 4-stems

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T17:12:56.121072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:12:56.121072Z digest=sha256:6ea1058f34ca624b560376dda6163df38beaf04f65490ad451802ad5e190e40d

Observation 41ee785f-e499-41d4-b0bd-f9e515a3ff6c · outbound

This paper cites FMA: A Dataset For Music Analysis.

FasTUSS: Faster Task-Aware Unified Source Separation FMA: A Dataset For Music Analysis

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-06T17:12:56.174530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:12:56.174530Z digest=sha256:378b6e62f38aa17a6b05ce8e2488f9905f4aaea650bddbe2018822d9315d0acb

Observation f7027940-3a04-4bb9-8e7e-9d2db72b47cc · outbound

This paper cites A Comparative Study on Positional Encoding for Time-frequency Domain Dual-path Transformer-based Source Separation Models.

FasTUSS: Faster Task-Aware Unified Source Separation A Comparative Study on Positional Encoding for Time-frequency Domain Dual-path Transformer-based Source Separation Models

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:12:56.522991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T17:12:56.221674Z digest=sha256:92ef69df4c3598d09b3ba98581fe2abccda2883f2565b13501142067acd54bd6

Observation 37ffbab3-4591-4c59-872a-18dcf784f4f2 · outbound

This paper cites RoFormer: Enhanced Transformer with Rotary Position Embedding.

FasTUSS: Faster Task-Aware Unified Source Separation RoFormer: Enhanced Transformer with Rotary Position Embedding

Reference 53

Resolution
malformed identifier
no resolver link, observed 2026-08-06T17:12:56.315125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:12:56.315125Z digest=sha256:3bb478468cae90cdd430c462a94276a7c3a038c3d5db420c2120d9140dea3d1a

Pith citing papers

No inbound Pith citation observations are available.