Low rate speech coding incorporating simultaneously masked spectrally weighted linear prediction. - Jason Lukasiak; Ian S. Burnett; Christian H. Ritz (INTERSPEECH, 2001)

Temporal decomposition: a promising approach to low rate wideband speech compression. - Christian H. Ritz; Ian S. Burnett (INTERSPEECH, 2001)

Low bit rate wideband WI speech coding. - Christian H. Ritz; Ian S. Burnett; Jason Lukasiak (ICASSP (1), 2003)

High quality harmonic excitation linear predictive speech coding at 2 kb/s. - Changchun Bao; Jason Lukasiak; Christian H. Ritz (ISCSLP, 2004)

A novel voicing cut-off determination for low bit-rate harmonic speech coding. - Changchun Bao; Jason Lukasiak; Christian H. Ritz (INTERSPEECH, 2005)

Enhancing Interoperability via Generic Multimedia Syntax Translation. - Joseph Thomas-Kerr; Ian S. Burnett; Christian H. Ritz (AXMEDIS, 2006)

Format-Independent Multimedia Streaming. - Joseph Thomas-Kerr; Ian S. Burnett; Christian H. Ritz (ICME, 2006)

An efficient approach to generic multimedia adaptation. - Joseph Thomas-Kerr; Ian S. Burnett; Christian H. Ritz (ACM Multimedia, 2006)

Varying Microphone Patterns for Meeting Speech Segmentation Using Spatial Audio Cues. - Eva Cheng; Ian S. Burnett; Christian H. Ritz (PCM, 2006)

Squeezing the Auditory Space: A New Approach to Multi-channel Audio Coding. - Bin Cheng; Christian H. Ritz; Ian S. Burnett (PCM, 2006)

Generic, Scalable Multimedia Streaming and Delivery with Example Application for H.264/AVC. - Joseph Thomas-Kerr; Ian S. Burnett; Christian H. Ritz (PCM, 2006)

Principles and Analysis of the Squeezing Approach to Low Bit Rate Spatial Audio Coding. - Bin Cheng; Christian H. Ritz; Ian S. Burnett (ICASSP (1), 2007)

MQF: An Xml Based Multimedia Query Format. - Kevin Adistambha; Christian H. Ritz; Ian S. Burnett (ICME, 2007)

Encoding Independent Sources in Spatially Squeezed Surround Audio Coding. - Bin Cheng; Christian H. Ritz; Ian S. Burnett (PCM, 2007)

Reconfigurable Media Coding: Self-Describing Multimedia Bitstreams. - Joseph Thomas-Kerr; Jörn W. Janneck; Marco Mattavelli; Ian S. Burnett; Christian H. Ritz (SiPS, 2007)

Time Delay Estimation of Reverberant Meeting Speech: On the Use of Multichannel Linear Prediction. - Eva Cheng; Ian S. Burnett; Christian H. Ritz (SITIS, 2007)

Is That a Fish in Your Ear? A Universal Metalanguage for Multimedia. - Joseph Thomas-Kerr; Ian S. Burnett; Christian H. Ritz; Davy De Schrijver; Rik Van de Walle; Sylvain Devillers (IEEE Multim., 2007)

A Spatial Squeezing approach to Ambisonic audio compression. - Bin Cheng; Christian H. Ritz; Ian S. Burnett (ICASSP, 2008)

Motion classification using Dynamic Time Warping. - Kevin Adistambha; Christian H. Ritz; Ian S. Burnett (MMSP, 2008)

Multivariate autoregressive modelling of multichannel reverberant speech. - Eva Cheng; Ian S. Burnett; Christian H. Ritz (MMSP, 2008)

Format-Independent Rich Media Delivery Using the Bitstream Binding Language. - Joseph Thomas-Kerr; Ian S. Burnett; Christian H. Ritz (IEEE Trans. Multim., 2008)

The effect of microphone directivity patterns on spatial cues for reverberant multichannel meeting speech analysis. - Eva Cheng; Ian S. Burnett; Christian H. Ritz (EUSIPCO, 2009)

Spatial audio coding by squeezing: Analysis and application to compressing multiple soundfields. - Bin Cheng; Christian H. Ritz; Ian S. Burnett (EUSIPCO, 2009)

Designing Acoustic Vector Sensors for localisation of sound sources in air. - Muawiyath Shujau; Christian H. Ritz; Ian S. Burnett (EUSIPCO, 2009)

Using Social Networking and Collections to Enable Video Semantics Acquisition. - Stephen J. Davis; Christian H. Ritz; Ian S. Burnett (IEEE Multim., 2009)

Speech enhancement via separation of sources from co-located microphone recordings. - Muawiyath Shujau; Christian H. Ritz; Ian S. Burnett (ICASSP, 2010)

The role of experts in social media - Are the tertiary educated engaged? - Eva Cheng; Stephen J. Davis; Ian S. Burnett; Christian H. Ritz (ISTAS, 2010)

Efficient multimedia query-by-content from mobile devices. - Kevin Adistambha; Stephen J. Davis; Christian H. Ritz; Ian S. Burnett (Comput. Electr. Eng., 2010)

Linear Predictive perceptual filtering for Acoustic Vector Sensors: Exploiting directional recordings for high quality speech enhancement. - Muawiyath Shujau; Christian H. Ritz; Ian S. Burnett (ICASSP, 2011)

Limb-based feature description of human motion. - Kevin Adistambha; Stephen J. Davis; Christian H. Ritz; David Stirling (ICSPCS, 2011)

Keyword spotting based on the analysis of template matching distances. - Mohamed S. Barakat; Christian H. Ritz; David A. Stirling (ICSPCS, 2011)

Hybrid FEC and MDC models for low-delay packet-loss recovery. - Xiguang Zheng; Christian H. Ritz (ICSPCS, 2011)

Separation of speech sources using an Acoustic Vector Sensor. - Muawiyath Shujau; Christian H. Ritz; Ian S. Burnett (MMSP, 2011)

Compression of navigable speech soundfield zones. - Xiguang Zheng; Christian H. Ritz (MMSP, 2011)

Multimedia user feedback based on augmenting user tags with EEG emotional states. - Stephen J. Davis; Eva Cheng; Ian S. Burnett; Christian H. Ritz (QoMEX, 2011)

Variance-wise Segmentation for a Temporal-Adaptive SAX. - Chao Sun 002; David Stirling; Christian H. Ritz; Claude Sammut (AusDM, 2012)

Encoding navigable speech sources: An analysis by synthesis approach. - Xiguang Zheng; Christian H. Ritz; Jiangtao Xi (ICASSP, 2012)

An Improved Template-Based Approach to Keyword Spotting Applied to the Spoken Content of User Generated Video Blogs. - Mohamed S. Barakat; Christian H. Ritz; David Stirling (ICME, 2012)

Toward human motion search using fingerprinting. - Kevin Adistambha; Stephen J. Davis; Christian H. Ritz; David Stirling; Ian S. Burnett (ISCIT, 2012)

Image compression and retrieval for Mobile Visual Search. - Yi Cao; Christian H. Ritz; Raad Raad (ISCIT, 2012)

Ensuring Quality of Experience for markerless image recognition applied to print media content. - Stephen J. Davis; Eva Cheng; Christian H. Ritz; Ian S. Burnett (QoMEX, 2012)

Investigating the impact of sensory effects on the Quality of Experience and emotional response in web videos. - Benjamin Rainer; Markus Waltl; Eva Cheng; Muawiyath Shujau; Christian Timmerer; Stephen J. Davis; Ian S. Burnett; Christian H. Ritz; Hermann Hellwagner (QoMEX, 2012)

Packet loss protection for interactive audio object rendering: A multiple description approach. - Xiguang Zheng; Christian H. Ritz (QoMEX, 2012)

Speech dereverberation based on Linear Prediction: An Acoustic Vector Sensor approach. - Muawiyath Shujau; Christian H. Ritz; Ian S. Burnett (ICASSP, 2013)

A psychoacoustic-based analysis-by-synthesis scheme for jointly encoding multiple audio objects into independent mixtures. - Xiguang Zheng; Christian H. Ritz; Jiangtao Xi (ICASSP, 2013)

Multisource DOA estimation based on time-frequency sparsity and joint inter-sensor data ratio with single acoustic vector sensor. - Yue Xian Zou; Wei Shi; Bo Li; Christian H. Ritz; Muawiyath Shujau; Jiangtao Xi (ICASSP, 2013)

Noise robust keyword spotting for user generated video blogs. - Mohamed S. Barakat; Christian H. Ritz; David Stirling (ICME, 2013)

How much longer to go? The influence of waiting time and progress indicators on quality of experience for mobile visual search applied to print media. - Yi Cao; Christian H. Ritz; Raad Raad (QoMEX, 2013)

Collaborative Blind Source Separation Using Location Informed Spatial Microphones. - Xiguang Zheng; Christian H. Ritz; Jiangtao Xi (IEEE Signal Process. Lett., 2013)

A General Compression Approach to Multi-Channel Three-Dimensional Audio. - Bin Cheng; Christian H. Ritz; Ian S. Burnett; Xiguang Zheng (IEEE Trans. Speech Audio Process., 2013)

Encoding Navigable Speech Sources: A Psychoacoustic-Based Analysis-by-Synthesis Approach. - Xiguang Zheng; Christian H. Ritz; Jiangtao Xi (IEEE Trans. Speech Audio Process., 2013)

Packet loss protection for interactive speech object rendering: A multiple description approach. - Xiguang Zheng; Christian H. Ritz (ChinaSIP, 2014)

An effective doa estimation by exploring the spatial sparse representation of the inter-sensor data ratio model. - Yue Xian Zou; Yifan Guo; Weiqiao Zheng; Christian H. Ritz; Jiangtao Xi (ChinaSIP, 2014)

Fast and accurate low bit rate retrieval-by-capture applications. - Yi Cao; Christian H. Ritz; Raad Raad (DSP, 2014)

An effective target speech enhancement with single acoustic vector sensor based on the speech time-frequency sparsity. - Yue Xian Zou; Yongqing Wang; Peng Wang; Christian H. Ritz; Jiangtao Xi (DSP, 2014)

Efficient utilization of peer's upload capacity in P2P networks using SVC. - Muhammad Salman Raheel; Raad Raad; Christian H. Ritz (ISCIT, 2014)

Analysing the Quality of Experience of multisensory media from measurements of physiological responses. - Jacob Donley; Christian H. Ritz; Muawiyath Shujau (QoMEX, 2014)

Speech enhancement with an acoustic vector sensor: an effective adaptive beamforming and post-filtering approach. - Yue Xian Zou; Peng Wang; Yongqing Wang; Christian H. Ritz; Jiangtao Xi (EURASIP J. Audio Speech Music. Process., 2014)

Multizone reproduction of speech soundfields: A perceptually weighted approach. - Jacob Donley; Christian H. Ritz (APSIPA, 2015)

Clustered multi-channel dereverberation for ad-hoc microphone arrays. - Shahab Pasha; Christian H. Ritz (APSIPA, 2015)

An efficient approach to dynamically weighted multizone wideband reproduction of speech soundfields. - Jacob Donley; Christian H. Ritz (ChinaSIP, 2015)

Single-channel speech separation by including spectral structure information within non-negative matrix factorization. - Yuxiao Feng; Christian H. Ritz (ChinaSIP, 2015)

Forming ad-hoc microphone arrays through clustering of acoustic room impulse responses. - Shahab Pasha; Yue Xian Zou; Christian H. Ritz (ChinaSIP, 2015)

Design and analysis of miniature and three tiered B-format microphones manufactured using 3D printing. - Matthew Dabin; Christian H. Ritz; Muawiyath Shujau (ICASSP, 2015)

Spectral mask estimation using deep neural networks for inter-sensor data ratio model based robust DOA estimation. - Weiqiao Zheng; Yue Xian Zou; Christian H. Ritz (ICASSP, 2015)

Informed source location and DOA estimation using acoustic room impulse response parameters. - Shahab Pasha; Christian H. Ritz (ISSPIT, 2015)

QoE Based P2P Scalable Video Streaming over Mobile Ad Hoc Networks. - Muhammad Salman Raheel; Raad Raad; Christian H. Ritz (NGMAST, 2015)

Feature selection for low bit rate mobile augmented reality applications. - Yi Cao; Christian H. Ritz; Raad Raad (Signal Process. Image Commun., 2015)

Encoding Multiple Audio Objects Using Intra-Object Sparsity. - Mao-shen Jia; Ziyu Yang; Changchun Bao; Xiguang Zheng; Christian H. Ritz (IEEE ACM Trans. Audio Speech Lang. Process., 2015)

Decoding Student Satisfaction: How to Manage and Improve the Laboratory Experience. - Sasha Nikolic; Christian H. Ritz; Peter James Vial; Montserrat Ros; David Stirling (IEEE Trans. Educ., 2015)

Improving the Laboratory Learning Experience: A Process to Train and Manage Teaching Assistants. - Sasha Nikolic; Peter James Vial; Montserrat Ros; David Stirling; Christian H. Ritz (IEEE Trans. Educ., 2015)

Reproducing personal sound zones using a hybrid synthesis of dynamic and parametric loudspeakers. - Jacob Donley; Christian H. Ritz; W. Bastiaan Kleijn (APSIPA, 2016)

Detecting multiple, simultaneous talkers through localising speech recorded by ad-hoc microphone arrays. - Shahab Pasha; Christian H. Ritz; Yue Xian Zou (APSIPA, 2016)

Addressing misconceptions about engineering through student-industry interaction in a video-augmented 3D immersive virtual world. - Sasha Nikolic; Tom Goldfinch; Mark J. W. Lee; Christian H. Ritz (FIE, 2016)

Improving speech privacy in personal sound zones. - Jacob Donley; Christian H. Ritz; W. Bastiaan Kleijn (ICASSP, 2016)

3D Modelling and Printing of Microtonal Flutes. - Matthew Dabin; Terumi Narushima; Stephen Beirne; Christian H. Ritz; Kraig Grady (NIME, 2016)

Multi-Source DOA Estimation Using an Acoustic Vector Sensor Array Under a Spatial Sparse Representation Framework. - Yue Xian Zou; Bo Li; Christian H. Ritz (Circuits Syst. Signal Process., 2016)

Planogram Compliance Checking Based on Detection of Recurring Patterns. - Song Liu; Wanqing Li 001; Stephen J. Davis; Christian H. Ritz; Hongda Tian (IEEE Multim., 2016)

Encoding and communicating navigable speech soundfields. - Xiguang Zheng; Christian H. Ritz; Jiangtao Xi (Multim. Tools Appl., 2016)

Enhancing Project-Based Learning Through Student and Industry Engagement in a Video-Augmented 3-D Virtual Trade Fair. - Mark J. W. Lee; Sasha Nikolic; Peter James Vial; Christian H. Ritz; Wanqing Li 001; Tom Goldfinch (IEEE Trans. Educ., 2016)

Blind speaker counting in highly reverberant environments by clustering coherence features. - Shahab Pasha; Jacob Donley; Christian H. Ritz (APSIPA, 2017)

Spatial multi-channel linear prediction for dereverberation of ad-hoc microphones. - Shahab Pasha; Christian H. Ritz; Yue Xian Zou (APSIPA, 2017)

Learning a robust DOA estimation model with acoustic vector sensor cues. - Yuexian Zou; Rongzhi Gu; Disong Wang; Aimin Jiang; Christian H. Ritz (APSIPA, 2017)

Assessing the prognostic impact of 3D CT image tumour rind texture features on lung cancer survival modelling. - Alanna Vial; David Stirling; Matthew Field; Montserrat Ros; Christian H. Ritz; Martin Carolan; Lois Holloway; Alexis A. Miller (GlobalSIP, 2017)

Towards real-time source counting by estimation of coherent-to-diffuse ratios from ad-hoc microphone array recordings. - Shahab Pasha; Jacob Donley; Christian H. Ritz; Yue Xian Zou (HSCMA, 2017)

Active speech control using wave-domain processing with a linear wall of dipole secondary sources. - Jacob Donley; Christian H. Ritz; W. Bastiaan Kleijn (ICASSP, 2017)

Robust speaker DOA estimation based on the inter-sensor data ratio model and binary mask estimation in the bispectrum domain. - Yanhan Jin; Yuexian Zou; Christian H. Ritz (ICASSP, 2017)

Achieving maximum utilization of peer's upload capacity in p2p networks using SVC. - Muhammad Salman Raheel; Raad Raad; Christian H. Ritz (Peer-to-Peer Netw. Appl., 2017)

A Deep Learning Approach to the Acoustic Condition Monitoring of a Sintering Plant. - Shahab Pasha; Christian H. Ritz; David Stirling; Paul Zulli; David Pinson; Sheng Chew (APSIPA, 2018)

Investigating Co-Prime Microphone Arrays for Speech Direction of Arrival Estimation. - Jiahong Zhao; Christian H. Ritz (APSIPA, 2018)

On the Comparison of Two Room Compensation / Dereverberation Methods Employing Active Acoustic Boundary Absorption. - Jacob Donley; Christian H. Ritz; W. Bastiaan Kleijn (ICASSP, 2018)

Using Data Mining and Machine Learning Approaches to Observe Technology-Enhanced Learning. - Sarah K. Howard; Jie Yang 009; Jun Ma 002; Christian Ritz 001; Jiahong Zhao; Kylie Wynne (TALE, 2018)

Separation of multiple speech sources by recovering sparse and non-sparse components from B-format microphone recordings. - Mao-shen Jia; Jundai Sun; Changchun Bao; Christian H. Ritz (Speech Commun., 2018)

Multizone Soundfield Reproduction With Privacy- and Quality-Based Speech Masking Filters. - Jacob Donley; Christian H. Ritz; W. Bastiaan Kleijn (IEEE ACM Trans. Audio Speech Lang. Process., 2018)

Using Machine Learning Applied to Radiomic Image Features for Segmenting Tumour Structures. - Henry Clifton; Alanna Vial; Andrew Miller; Christian Ritz 001; Matthew Field; Lois Holloway; Montserrat Ros; Martin Carolan; David Stirling (APSIPA, 2019)

Semi-Coprime Microphone Arrays for Estimating Direction of Arrival of Speech Sources. - Jiahong Zhao; Christian Ritz 001 (APSIPA, 2019)

Mine-Like Object Sensing in Sonar Imagery with a Compact Deep Learning Architecture for Scarce Data. - Son Lam Phung; Thi Nhat Anh Nguyen; Hoang Thanh Le 001; Philip B. Chapple; Christian H. Ritz; Abdesselam Bouzerdoum; Le Chung Tran (DICTA, 2019)

Co-prime Circular Microphone Arrays and Their Application to Direction of Arrival Estimation of Speech Sources. - Jiahong Zhao; Christian H. Ritz (ICASSP, 2019)

Identifying Optimal Features for Multi-channel Acoustic Scene Classification. - Abigail Copiaco; Christian Ritz 001; Nidhal Abdulaziz; Stefano Fasciani (ICSPIS, 2019)

Scalogram Neural Network Activations with Machine Learning for Domestic Multi-channel Audio Classification. - Abigail Copiaco; Christian Ritz 001; Stefano Fasciani; Nidhal Abdulaziz (ISSPIT, 2019)

A Survey on Ad Hoc Signal Processing: Applications, Challenges and State-of-the-Art Techniques. - Shahab Pasha; Christian H. Ritz; Jan Lundgren (ISSPIT, 2019)

Scattering Transform Framework for Unmixing of Hyperspectral Data. - Yiliang Zeng; Christian Ritz 001; Jiahong Zhao; Jinhui Lan (Remote. Sens., 2019)

Robust Entangled-Photon Ghost Imaging with Compressive Sensing. - Jun Li 007; Wenyu Gao; Jiachuan Qian; Qinghua Guo 001; Jiangtao Xi; Christian H. Ritz (Sensors, 2019)

Semi-Adaptive Beamforming for Co-Prime Circular Microphone Arrays. - Jiahong Zhao; Christian Ritz 001 (APSIPA, 2020)

Multi-Channel Electronic Stethoscope for Enhanced Cardiac Auscultation using Beamforming and Equalisation Techniques. - Shahab Pasha; Jan Lundgren; Christian H. Ritz (EUSIPCO, 2020)

Hybrid TOA/AOA Localization with 1D Angle Estimation in UAV-assisted WSN. - Anh Tuyen Le; Le Chung Tran; Xiaojing Huang 001; Christian Ritz 001; Eryk Dutkiewicz; Abdesselam Bouzerdoum; Daniel Robert Franklin (ICSPCS, 2020)

An Application for Dementia Patient Monitoring with Sound Level Assessment Tool. - Abigail Copiaco; Christian H. Ritz; Stefano Fasciani; Nidhal Abdulaziz (ICSPIS, 2020)

Identifying Sound Source Node Locations Using Neural Networks Trained with Phasograms. - Abigail Copiaco; Christian H. Ritz; Stefano Fasciani; Nidhal Abdulaziz (ISSPIT, 2020)

Deep Gabor Neural Network for Automatic Detection of Mine-Like Objects in Sonar Imagery. - Hoang Thanh Le 001; Son Lam Phung; Philip B. Chapple; Abdesselam Bouzerdoum; Christian H. Ritz; Le Chung Tran (IEEE Access, 2020)

Attention-Based Residual Network with Scattering Transform Features for Hyperspectral Unmixing with Limited Training Samples. - Yiliang Zeng; Christian Ritz 001; Jiahong Zhao; Jinhui Lan (Remote. Sens., 2020)

Unbalanced Hybrid AOA/RSSI Localization for Simplified Wireless Sensor Networks. - Anh Tuyen Le; Le Chung Tran; Xiaojing Huang 001; Christian H. Ritz; Eryk Dutkiewicz; Son Lam Phung; Abdesselam Bouzerdoum; Daniel Robert Franklin (Sensors, 2020)

Development of a Synthetic Database for Compact Neural Network Classification of Acoustic Scenes in Dementia Care Environments. - Abigail Copiaco; Christian Ritz 001; Stefano Fasciani; Nidhal Abdulaziz (APSIPA ASC, 2021)

Coprime Microphone Arrays for Estimating Speech Direction of Arrival Using Deep Learning. - Jiahong Zhao; Christian Ritz 001 (APSIPA ASC, 2021)

DASEE A Synthetic Database of Domestic Acoustic Scenes and Events in Dementia Patients Environment. - Abigail Copiaco; Christian H. Ritz; Stefano Fasciani; Nidhal Abdulaziz (CoRR, 2021)

Multi-Source DOA Estimation in Reverberant Environments by Jointing Detection and Modeling of Time-Frequency Points. - Maoshen Jia; Yuxuan Wu; Changchun Bao; Christian H. Ritz (IEEE ACM Trans. Audio Speech Lang. Process., 2021)

Energy-Harvesting Aided Unmanned Aerial Vehicles for Reliable Ground User Localization and Communications Under Lognormal-Nakagami-$m$ Fading Channels. - Ngoc Phuc Le; Le Chung Tran; Xiaojing Huang 001; Eryk Dutkiewicz; Christian Ritz 001; Son Lam Phung; Abdesselam Bouzerdoum; Daniel Robert Franklin; Lajos Hanzo (IEEE Trans. Veh. Technol., 2021)

An ensemble approach to deep-learning-based wireless indoor localization. - Juthatip Wisanmongkol; Attaphongse Taparugssanagorn; Le Chung Tran; Anh Tuyen Le; Xiaojing Huang 001; Christian H. Ritz; Eryk Dutkiewicz; Son Lam Phung (IET Wirel. Sens. Syst., 2022)

Few-Shot Audio Classification Model for Detecting Classroom Interactions Using LaSO Features in Prototypical Networks. - Rashed Iqbal; Christian H. Ritz; Jack Yang 003; Sarah K. Howard (APSIPA, 2024)

Generating Room Impulse Responses Using Neural Networks Trained with Weighted Combinations of Acoustic Parameter Loss Functions. - Hualin Ren; Christian H. Ritz; Jiahong Zhao; Xiguang Zheng; Daeyoung Jang (APSIPA, 2024)

Towards a B-format Ambisonic Room Impulse Response Generator Using Conditional Generative Adversarial Network. - Hualin Ren; Christian H. Ritz; Jiahong Zhao; Xiguang Zheng; Daeyoung Jang (APSIPA, 2024)

Towards an Objective Quality Metric for Interpolated Directional Room Impulse Responses. - Hualin Ren; Christian Ritz 001; Jiahong Zhao; Daeyoung Jang (ICASSP, 2024)

A Metric for Predicting the Quality of Ambisonic Spatial Audio Reproduced Using Spatially Interpolated or Extrapolated Room Impulse Responses. - Hualin Ren; Christian H. Ritz; Jiahong Zhao; Xiguang Zheng; Daeyoung Jang (ICASSP, 2025)

Exploring Image Transforms derived from Eye Gaze Variables for Progressive Autism Diagnosis. - Abigail Copiaco; Christian H. Ritz; Yassine Himeur; Valsamma Eapen; Ammar Albanna; Wathiq Mansoor (CoRR, 2025)