Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T13:31:12.802897Z
Paper Citation Record · LEDGER
As of 27 July 2026, this Paper Citation Record lists 60 of 60 outbound references and 1 inbound Pith citation observation for arXiv:2604.13229.
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 2026-05-10T13:31:12.802897Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-07-27T06:30:09.085275+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-10T13:31:12.802897Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-05-10T13:35:26.556810Z
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9e5a30ec-3594-45ef-bf92-95f36cb98e06 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation fa8845e3-fb0b-44c2-9a41-6f4a0dfa77b1 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks However, their robustness to emotional and expressive synthetic speech remains limited
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 3bc26c09-d6ba-4234-8986-db625148b079 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Figure 1 illustrates the over- all architecture
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 600e0139-d7d6-49d1-9829-5884dd95017e · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Dataset.We group data into training, standard bench- marks, and emotional/expressive benchmarks
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation edebf2f0-0267-41a5-88d4-af1ef1a0dcc9 · outbound
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 1fa00bee-772a-46be-b9eb-61487b2660a1 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation ac5a5d5e-df16-4948-ba37-5b1902697db2 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks • The Office of the Director of National Intelligence (ODNI), Intelligence Advanced Research Projects Activity (IARPA), via the ARTS Program, Contract #D2023-2308110001
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation dbc9ff40-8bd3-40f9-abf1-01701a1524b8 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks These tools were not used to generate scientific content, results, experimental designs, anal- yses, or conclusions
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation a73089cb-c7d0-4555-9d1d-7e0253229f02 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Battling voice spoofing: a review, comparative analysis, and generalizability evaluation of state-of-the-art voice spoofing counter measures
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 928da945-d534-4a2a-b934-cf187dddc1f4 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks A survey on speech deep- fake detection
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation ed2ec76b-78e1-48da-9e9f-4ebfd0cfaaa1 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Can emotion fool anti-spoofing?
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation b59ca0d8-09f4-4174-a8f3-ed06fe72d2b5 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Emofake: An initial dataset for emotion fake audio detection
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 2a1bd8ef-ed14-4851-9a14-8de1620b4f74 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Mlaad: The multi- language audio anti-spoofing dataset
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 242f3cd2-e8e7-46e8-8136-ca5dc167f9bb · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Does audio deep- fake detection generalize?
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 393d1e49-c82a-4598-a107-2eeab94a2383 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Asvspoof 2015: Automatic speaker verification spoofing and countermea- sures challenge evaluation plan
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation b933451b-d9a4-4ba2-ac57-959cd180f315 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Add 2022: the first audio deep synthe- sis detection challenge
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 3d7f83b2-38dd-4b09-91cd-cc247db8de29 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks ADD 2023: the Second Audio Deepfake Detection Challenge
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 9ca82b15-c04d-498d-a882-61009eb9c5a6 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Asvspoof 2019: A large-scale public database of synthesized, converted and replayed speech
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 28c20390-ca0b-425e-abd3-682a2cb18a23 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Asvspoof 2021: Towards spoofed and deepfake speech de- tection in the wild
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation bf630327-c7e9-4765-9adb-7790f3137f51 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 3be9227f-bb8f-4b04-9eaf-9eed07129820 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Hula: Prosody-aware anti-spoofing with multi-task learning for expressive and emo- tional synthetic speech
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 840dd24c-b01e-4bfd-a416-7f56e13ab105 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks End-to-end anti-spoofing with rawnet2
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation b500f070-cda1-4d01-821b-ea1f94b98bcb · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Aasist: Audio anti-spoofing using in- tegrated spectro-temporal graph attention networks
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation fad7278b-d9c8-4504-a1fc-0d994fb57727 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Light Convolutional Neural Network with Feature Genuinization for Detection of Synthetic Speech Attacks
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation a2274403-6905-4a7a-9251-299eb359c147 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks ASSERT: Anti-Spoofing with Squeeze-Excitation and Residual neTworks
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation bdc9491d-f8c3-4f5d-a6fe-96feba97124e · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Spoof detection using voice contribution on lfcc features and resnet-34
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 12161f26-616b-4891-8e62-a1ea1f255381 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Audio deepfake detection with self-supervised xls-r and sls classifier
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 015e6f13-537d-4af5-a3a5-92adc3cc21cc · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 671f2b13-b9ff-49f7-a151-da80a7cc0bc6 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Pitch Imperfect: Detecting Audio Deepfakes Through Acoustic Prosodic Analysis
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation bbb14465-e56f-461b-a0df-1c215310babf · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Deepfake speech detection through emotion recognition: a semantic approach
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 57438390-3ff0-4e05-aa76-82f55845c8ee · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Combining automatic speaker verification and prosody analysis for synthetic speech detection
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 01ad08ff-6181-4303-a8bd-0189ccb577c5 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Emoanti: audio anti-deepfake with refined emotion-guided representations
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 73762340-e2a6-4ecf-b83e-1faa23b50e64 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Finding the human voice in ai: Insights on the perception of ai-voice clones from naturalness and similarity ratings
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 0c3a64e5-1e0d-4d29-bc57-c7c0f8c87c2f · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks How do users perceive deepfake personas? investigating the deepfake user perception and its implications for human-computer interaction
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 2140a1b0-8c36-4d10-bc5b-381f17429400 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Subjective perception and objective evaluation of speech naturalness for deepfake de- tection
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 3ee59924-101a-4b2b-87ff-323db7403872 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Slim: Style- linguistics mismatch model for generalized audio deepfake de- tection
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation d5dbffa9-4e17-4953-ab22-09fdd7bae1de · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Xlsr-mamba: A dual-column bidirec- tional state space model for spoofing attack detection
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 052237ae-9d05-4f3c-a2d9-3577ec4b9dd0 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Emoq-tts: Emo- tion intensity quantization for fine-grained controllable emotional text-to-speech
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation b92da716-8065-4bed-a6e7-c43f7f96c450 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Glow-tts: A genera- tive flow for text-to-speech via monotonic alignment search
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 31716ffd-6c08-48dd-8ef0-3fc45e234fff · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation b2fb1132-7212-40c9-af15-6d2580d91af1 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Laugh now cry later: Controlling time-varying emotional states of flow- matching-based zero-shot text-to-speech
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 55e3a807-585b-49e7-885c-4ba31c08ebbd · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Expressive-vc: Highly expressive voice conversion with attention fusion of bottleneck and perturbation features
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 633a179e-f38f-4f57-8af6-9cbf59eba136 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Pmvc: Data augmentation-based prosody modeling for expres- sive voice conversion
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 777c5018-b016-4396-ae66-aad89045a20b · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Emotion intensity and its control for emotional voice conversion
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 380ef486-5941-4d03-a4a5-6250cd6b7d04 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Prosody in context: A review
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 09544bd3-e124-44f6-b076-9a9488216683 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Learning second language suprasegmentals: Effect of l2 experience on prosody and fluency characteristics of l2 speech
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation b76087d9-f571-42bf-bc05-57d30c81fa6d · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Variation adds to prosodic typology
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 3d969383-0453-441d-9a95-354b1554956f · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks De- tection of cross-dataset fake audio based on prosodic and pronun- ciation features
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 5102fd9d-21e6-4e6f-b8d6-da0725afe8e6 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Investigating voiced and unvoiced regions of speech for audio deepfake detection
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation ec33642e-90b0-4553-81f2-ef65d3ca2879 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation d7cc8f92-7129-4540-b693-18d5efae5d6b · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation a20fb279-f4d5-44e9-96f6-7e1bef465366 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Lib- rispeech: An asr corpus based on public domain audio books
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 5c22e4d0-4c19-4604-aa1f-f28ffa50fee2 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Conditional variational autoencoder with adversarial learning for end-to-end text-to-speech
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 00793784-0913-4347-8e8e-541819072528 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 0b696d15-adca-4e7b-98ae-2e8e87af26f6 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Fastpitch: Parallel text-to-speech with pitch pre- diction
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 75f0f241-0cf5-4b66-8675-6f332dbaf7d8 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Grad-tts: A diffusion probabilistic model for text-to-speech
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation bc491533-8746-43ae-8f01-dc89efd8725c · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks StarGANv2-VC: A Diverse, Unsupervised, Non-parallel Framework for Natural-Sounding Voice Conversion
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 34b47704-6210-4aa4-804a-daf81940ccf7 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Diffusion-Based Voice Conversion with Fast Maximum Likelihood Sampling Scheme
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 38084b70-c446-401f-9eac-34132e3ef105 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks V oice conversion using speech-to- speech neuro-style transfer
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 2ff81406-0527-4ac5-b4f9-22bc14076e05 · outbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Raw- boost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.
Observation 9e5a30ec-3594-45ef-bf92-95f36cb98e06 · inbound
ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.