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SPSC Symposium and VPC Challenge

6th Symposium on Security and Privacy in Speech Communication joined with 4th VPC Challenge

Speech and voice are media through which we express ourselves. Speech communication can be used to command virtual assistants, to transport emotion or to identify oneself. How can we strengthen security and privacy for speech representation types in user-centric human/machine interaction?

Interdisciplinary exchange is in high demand. The need to better understand and develop user-centric security solutions and privacy safeguard in speech communication is of growing importance for commercial, forensic, and government applications. The SPSC Symposium is a platform to seek better designed services and products as well as better informed policy papers for legislators and governance. The symposium is organized by the ISCA SPSC special interest group and the VPC Challenge Organizers.

Submission now open

Submit your paper

Last year's Proceedings

The proceedings are available via the ISCA Archive.

The 6th edition of the Symposium on Security & Privacy in Speech Communication focuses on speech and voice as central media through which humans convey intentions, emotions, and identity in both everyday and professional contexts. Spoken interaction now underpins virtual assistants, biometric services, and sensitive applications in sectors such as healthcare, forensics, and commerce. The symposium invites contributions that address how we can strengthen security and privacy for diverse speech representation types in user-centric human–machine interaction, while preserving usability and trust. To this end, it fosters interdisciplinary exchange and aims to bring together researchers and practitioners from multiple fields, including signal processing, cryptography, security, human–computer interaction, law, ethics, and anthropology. This symposium continues the successful series of events stemming from the ISCA special interest group on Security & Privacy in Speech Communication (SPSC-SIG), where perspectives from technological and humanities communities mutually inform and enrich one another to develop multidisciplinary and interdisciplinary skills.

For the general symposium, we welcome contributions on related topics, as well as progress reports, project dissemination, theoretical discussions, and “work in progress”. In addition, guests from academia, industry, and public institutions, as well as interested students, are welcome to attend the conference without submitting their own contribution. Building on community efforts such as the VoicePrivacy Challenge and related benchmarks, the symposium explicitly welcomes VoicePrivacy 2026 Challenge participants to submit papers related to their challenge contributions and broader work on voice privacy and speaker anonymization. While we aim to meet all participants on-site, virtual presentations will also be possible during the symposium. More details regarding the challenge can be found at VPC Challenge Webside.

Call for Papers

The Symposium aims at laying the first building blocks required to address the question of how researchers and practitioners might bridge the gap between social perceptions and their technical counterparts with respect to what it means for our voices and speech to be secure and private. The symposium brings together researchers and practitioners across multiple disciplines – more specifically: signal processing, cryptography, security, human-computer interaction, law, and anthropology. By integrating different disciplinary perspectives on speech-enabled technology and applications, the SPSC Symposium opens opportunities to collect and merge input regarding technical and social practices, as well as a deeper understanding of the situated ethics at play.

The SPSC Symposium addresses interdisciplinary topics.

For more details, see Full CFP

SPSC Topics regarding the technical perspective and the humanities view include, but are not limited to:

  • Speech Communication on the sense of security and privacy
  • Cybersecurity for speech processing
  • Machine Learning to increase security and privacy
  • Natural Language Processing and privacy
  • Human-Computer Interfaces (Speech as Medium)
  • Ethics & Law
  • Digital Humanities

Submission:

Papers intended for the SPSC Symposium should be up to eight pages of text. The length should be chosen appropriately to present the topic to an interdisciplinary community. Paper submissions must conform to the format defined in the paper preparation guidelines and as detailed in the author's kit. Papers must be submitted via the online paper submission system via the Link on the SPSC Website. The working language of the conference is English, and papers must be written in English. All accepted papers will be published in the ISCA archive alongside Interspeech papers and related ISCA workshops. The overleaf template can be found here or use the Overleaf Template.

Submission system is open:

Submit your paper

Reviews:

At least three double-blind reviews are provided, and we aim to obtain feedback from interdisciplinary experts for each submission.

Program

We are glad to announce the preliminary program. All times are in Australian Eastern Standard Time (AEST) (UTC+10).

Saturday, September 26th 2026

Time Event
09:00 - 09:30 Welcome and Opening
09:30 - 10:30 SPSC Oral Session 1 – Voice Anonymization, Representation & Utility
09:30 - 09:45 Goodbye Equal Error Rate, Hello Local Information Disclosure: Evaluating Voice Anonymisation against 1-to-N Linkage Threats
Dāvis Šterns, Konstantinos Drossos, Natasha Fernandes, Tom Bäckström, Catuscia Palamidessi
09:45 - 10:00 Prosodic Conditioning and Identity Leakage in Speaker Anonymization for Pathological Speech
Yamini Sinha, Suhita Ghosh, Sebastian Stober, Ingo Siegert
10:00 - 10:15 Evaluating Parkinson’s Disease Detection in Anonymized Speech: A Performance and Acoustic Analysis
Carlos Franzreb, Francisco Teixeira, Ben Luks, Sebastian Möller, Alberto Abad
10:15 - 10:30 In Defense of Using Worst-case Privacy Disclosure as Privacy Evaluation Metric of Voice Anonymization
Xin Wang, Xiaoxiao Miao
10:30 - 11:00 Morning Coffee Break
11:00 - 12:00 SPSC Oral Session 2 – Privacy Threats, Evaluation & Longitudinal Effects
11:00 - 11:15 Non-Uniform Privacy Leakage: Subgroup Disparities in Membership Inference Attacks on Speaker Recognition Systems
Chenyi Lin, Tom Bäckström, Nicholas Evans, Khalid Choukri
11:15 - 11:30 How Much Do Speaker Embeddings Age? Model-Dependent Longitudinal Drift Across Parliamentary and Web Speech
Ingo Siegert, Yamini Sinha, Jan Marquenie
11:30 - 11:45 Beyond the Signal: A Threat Model and Evaluation Lens for Privacy in Agentic Voice Assistants
Hannaneh B. Pasandi
Remote presentation
11:45 - 12:00 Towards Interpretable Speaker Representations for Controllable Voice Privacy Protection
Jiusi Zheng, Martha Larson, Tom Bäckström
Remote presentation
12:00 - 12:20 VoicePrivacy Challenge 2026 – Overview, Results & Key Findings
12:30 - 13:00 VPC Oral Session – Part 1
3 contributions, 7 min talk + 3 min Q&A each
12:30 - 12:40 T3 Voicecode, VoxCPM2 Voice-Design Anonymization for VoicePrivacy 2026: English and Multilingual Systems
Sheng Zhao, Yibo Duan, Zihan Chai, Xuyang Xing, Maquan Yang, Shengchen Li
Remote presentation
12:40 - 12:50 T15 ZZZ, Radboud-Aalto Submission to the Voice Privacy Challenge 2026
Jiusi Zheng, Martha Larson, Tom Bäckström
Remote presentation
12:50 - 13:00 T18 RocknRiver, RocknRiver: Multilingual Speaker Anonymization System for Voice Privacy 2026 Challenge
Gia-Huy Bui, Minh-Xuan Phan, Quoc-Huy Nguyen, Candy Olivia Mawalim, Kertkeidkachorn Natthawut, Unoki Masashi
Remote presentation
13:00 - 14:00 Lunch Break
14:00 - 15:00 VPC Oral Session – Part 2
6 contributions, 7 min talk + 3 min Q&A each
14:00 - 14:10 T24 Caramelo, Emotion-Aware Speaker Anonymization with Zero-Shot TTS Foundation Models for VoicePrivacy 2026
Alef Iury Ferreira, Lucas Hideki Ueda, Lucas Rafael Stefanel Gris, Frederico Santos de Oliveira, Augusto Seben da Rosa, Alexandre Costa Ferro Filho, Victor Moreno
14:10 - 14:20 T32 Chameleos, Two-Stage Speaker Anonymization with Emotion-Conditioned Resynthesis and Mild McAdams Post-Processing: A CosyVoice2 System for the VoicePrivacy 2026 Challenge
Jiarui Xu, Sihan Xie, Zhiyu Wan
Remote presentation
14:20 - 14:30 T37 SHIVA, Natural Language Instructions for Voice Anonymization – Orange Research submission for the VoicePrivacy 2026 Challenge
Rachid Benhsina, Olivier Le Blouch, Rayane Bakari, Nicolad Gengembre
Remote presentation
14:30 - 14:40 T1 Xihua, FAR-CAP-DSF System for the VoicePrivacy 2026 Challenge
Hanbing Tian, Yi Guo, Fuqiang Hu
Remote presentation
14:40 - 14:50 T11 AI4AI, Enhanced Selection-Based Voice Anonymization via Soft-HuBERT and Statistical Pitch Transformation
Yilin Han, Ruixi Jiang, Tianyu Song, Lijie Liu, Wenxin Fu, Qihang Lu, Yingming Gao, Ya Li
Remote presentation
14:50 - 15:00 T23 DKU, A Training-Free Projection-Guided Conditional Flow-Matching System for VoicePrivacy 2026
Xiang Shi, Han Zhu, Ming Li, Xiaoxiao Miao
Remote presentation
15:00 - 15:30 Afternoon Coffee Break
15:30 - 16:50 Joint SPSC + VPC Poster Session
8 SPSC + 4 VPC posters
Can You Simulate Privacy Disclosure with LLM Agents in Conversations?
Silas Rech, Tom Bäckström
The Last Mile of Deepfake Speech Detection: An Industry–Academia Experience Report
Anton Firc, Kamil Malinka, Vojtěch Staněk, Miroslav Hlaváček, Marek Bartoň
Tracking the Trend in How Speech Synthesizers Deceive People
Milan Šalko, Anton Firc, Kamil Malinka, Vojtěch Staněk, Martin Perešíni, Filip Pleško, Jakub Reš
The Unseen Threat: How Complementary Combinations of Acoustic Features Compromise Speech Privacy
Jule Pohlhausen, Joerg Bitzer
Modality-Centric Privacy for Audio-Visual Hearing Assistive Devices
Poppy Welch, Stefan Bleeck, Richard Guest, Jennifer Williams
Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection
Mingrui Liang, Thomas Thebaud, Łukasz Wójciak, Laureano Moro Velazquez, Yishay Carmiel, Jesus Villalba Lopez, Najim Dehak
Is Word Error Rate Enough? Rethinking Privacy Evaluation in Speech with Entity-Aware Metrics
Anjana Rajasekhar, Jule Pohlhausen, Nayana Jacob Alappattu, Anna Leschanowsky
Learning Temporal-Dynamics Metrics for Voice Anonymization Attacks
Natalia Tomashenko, Emmanuel Vincent, Marc Tommasi
T7 AISRC, AISRC System Description for Voice Privacy 2026 Challenge
Le Ngoc Hung, Kyujin Kim, Sangjun Park, Souhwan Jung
T2 PSST1, PSST1 System description for VoicePrivacy Challenge 2026
Théo Nguyen, Ben Luks, Tom Bäckström, Rainer Martin
T12 M-PSIvacy, Listen to the Features: Voice Anonymization Driven by Content Embedding Matching over Signal Reconstruction
Adrien Schneider, Dominique Vaufreydaz
T13 SpeechTek, Discrete Units, Adversarial Vocoding, and the Identity That Remains: The FBK-SpeechTek Systems for VoicePrivacy 2026
Siavosh Sepanta, Marco Matassoni, Brutti Alessio
16:50 - 17:00 Closing Remarks


All times are given with respect to the UTC+10:00 zone (Australian Eastern Standard Time, AEST).

You can use a time zone converter to check the times in your local time zone.

Dates

May, 20th

Paper submission opens

July, 4th AoE

SPSC regular papers

June, 30th

VPC papers and results submission

July, 18th

Acceptance Notification

September, 15th (extended)

Final (camera ready) paper submission

September, 26th

Symposium

after conference

Proceedings available

Location

The 6th SPSC Symposium will be held at the UNSW Kensington Campus in the Civil Engineering Building (K-H20).

Registration opens at 08:30 on Saturday, 26 September 2026.

Address:

Civil Engineering Building (K-H20)
Lecture Theatre K-H20-G1
UNSW Sydney – Kensington Campus
High Street
Kensington NSW 2052, Australia

The following map shows

  • 1 – The SPSC Symposium venue (Civil Engineering Building K-H20)
  • 2 – The Interspeech 2026 venue (ICC Sydney)
  • 3 – UNSW High Street Light Rail stop (L2 Randwick Line)

From marker 3, the symposium venue is only about a 4–5 minute walk.

How to reach?

  • The easiest way to reach the venue is by Sydney Light Rail (L2 Randwick Line). Exit at UNSW High Street (Gate 9). From there it is approximately a 4–5 minute walk to the Civil Engineering Building (K-H20).
  • From ICC Sydney (Interspeech venue):
    Take the L2 Randwick Light Rail (either directly or via Central Station) towards Randwick. Leave the tram at UNSW High Street and follow the signs to the Civil Engineering Building (K-H20). The journey typically takes 30–40 minutes.
  • From Sydney City Centre / Central Station:
    Take the L2 Randwick Light Rail towards Randwick and leave at UNSW High Street. The venue is about a 5 minute walk from the station. Travel time from Central Station is approximately 20–25 minutes.
  • Sydney's public transport accepts contactless credit/debit cards, Apple Pay, Google Pay and Opal cards, so no paper ticket is required.
  • For additional travel information, please visit the UNSW Transport Information or explore the interactive campus map . Search for Building H20.

Organizing Committee


Ingo SIEGERT, Otto von Guericke University Magdeburg, Germany

Sneha DAS, Technical University of Denmark, Denmark

Brij Mohan Lal SRIVASTAVA, Co-founder and CEO of Nijta, France

Natalia TOMASHENKO, Inria, France

Xiaoxiao MIAO, Duke Kunshan University, China

Program Committee


(alphabetical)

Ajinkya Kulkarni, Idiap Research Institute, Switzerland

Brij Mohan Lal Srivastava, Nijta, France

Candy Olivia Mawalim, Japan Advanced Institute of Science and Technology, Japan

David Boyle, Imperial College London, UK

Emmanuel Vincent, Inria, France

Gerald Penn, University of Toronto, Canada

Hemlata Tak, Pindrop, USA

Ingo Siegert, Otto von Guericke University Magdeburg, Germany

Jennifer Williams, University of Southampton, UK

Junichi Yamagishi, National Institute of Informatics, Japan

Korbinian Riedhammer, Nuremberg Institute of Technology, Germany

Lin Zhang, National Institute of Informatics, Japan

Md Sahidullah, TCG CREST & Academy of Scientific and Innovative Research (AcSIR), India

Natalia Tomashenko, Inria, France

Nick Evans, EURECOM, France

Pierre Champion, Inria, France

Sarina Meyer, University of Stuttgart, Germany

Sebastian Le Maguer, University of Helsinki, Finland

Simon King, University of Edinburgh, UK

Sneha Das, Technical University of Denmark, Denmark

Tim Polzehl, DFKI, Germany

Tom Bäckström, Aalto University, Finland

Xiaoxiao Miao, Singapore Institute of Technology, Singapore

Xin Wang, National Institute of Informatics, Japan

You (Neil) Zhang, University of Rochester, USA

Ziqian Luo, Carnegie Mellon University, USA

Sponsors

Nijta-logo

The Microsoft CMT service was used for managing the peer-reviewing process for this conference. This service was provided for free by Microsoft and they bore all expenses, including costs for Azure cloud services as well as for software development and support.