Publications
- The syntactic side of autonomous categories enriched over generalised metric spaces
Dahlqvist F
Logical Methods in Computer Science, Centre Pour La Communication Scientifique Directe (Ccsd) vol. Volume 19, Issue 4
18-12-2023 - The Song Describer dataset: a corpus of audio captions for music-and-language evaluation
Manco I Weck B Doh S Won M Bodganov D Wu Y Tovstogan P Benetos E et al.
NeurIPS Machine Learning for Audio Workshop New Orleans, USA 16 Dec 2023.
16-12-2023 - Preface
Bestagini P Dixon S Liang B Richard G Sarti A Antonacci F Sandler M
Proceedings of the International Society for Music Information Retrieval Conference. vol. 2023, xi-xvi.
13-12-2023 - Editorial: Human-centred computer audition: sound, music, and healthcare
Qian K Fazekas G Li S
Frontiers in Digital Health, Frontiers vol. 5
12-12-2023 - Computing the Density of the Positivity Set for Linear Recurrence Sequences
Kelmendi E
Logical Methods in Computer Science, Centre Pour La Communication Scientifique Directe (Ccsd) vol. Volume 19, Issue 4
28-11-2023 - Cluster Persistence for Weighted Graphs
Bobrowski O Skraba P
Entropy, Mdpi vol. 25 (12)
26-11-2023 - A manifesto for Intelligent Experiences
Hemment D Simperl E Sandler M Kennedy H Benford S Manghani S
The New Real, University of Edinburgh vol. 1 (1)
24-11-2023 - A Complete V-Equational System for Graded lambda-Calculus
Dahlqvist F
Electronic Notes in Theoretical Informatics and Computer Science, Centre Pour La Communication Scientifique Directe (Ccsd) vol. Volume 3 - Proceedings of MFPS XXXIX
23-11-2023 - JAZZVAR: A Dataset of Variations found within Solo Piano Performances of Jazz Standards for Music Overpainting
Row E Tang J Fazekas G
CMMR2023, the 16th International Symposium on Computer Music Multidisciplinary Research 13 Nov 2023 - 17 Nov 2023.
13-11-2023 - Reconstructing Human Expressiveness in Piano Performances with a Transformer Network
Tang J Wiggins G Fazekas G
CMMR2023, the 16th International Symposium on Computer Music Multidisciplinary 13 Nov 2023 - 17 Nov 2023.
13-11-2023 - Assessing the Strengths and Weaknesses of Large Language Models
Lappin S
Journal of Logic, Language and Information, Springer Nature vol. 33 (1), 9-20.
11-11-2023 - Gender-Coded Sound: Analysing the Gendering of Music in Toy Commercials via Multi-Task Learning
Marinelli L FAZEKAS G
24th International Society for Music Information Retrieval Conference Milan 5 Nov 2023 - 9 Nov 2023.
05-11-2023 - Singing Voice Synthesis Using Differentiable LPC and Glottal-Flow-Inspired Wavetables
Yu C-Y Fazekas G
International Society for Music Information Retrieval (ISMIR) Milan, Italy. 5 Nov 2023 - 9 Nov 2023.
05-11-2023 - Polar Manhattan Displacement: measuring tonal distances between chords based on intervallic content
Miller J Pauwels J Sandler M
24th International Society for Music Information Retrieval Conference Milan, Italy 5 Nov 2023 - 9 Nov 2023.
04-11-2023 - : Visualization of AI-Assisted Task Guidance in AR
Castelo S Rulff J McGowan E Steers B Wu G Chen S Roman I Brewer E et al.
IEEE Transactions on Visualization and Computer Graphics, Institute of Electrical and Electronics Engineers (IEEE) vol. 30 (1), 1313-1323.
02-11-2023 - Parameterised and Fine-Grained Subgraph Counting, Modulo 2
Goldberg LA Roth M
Algorithmica, Springer vol. 86 (4), 944-1005.
02-11-2023 - Pianist Identification Using Convolutional Neural Networks
Tang J Wiggins G Fazekas G
2023 4th International Symposium on the Internet of Sounds. vol. 00, 1-6.
27-10-2023 - General Purpose Audio Effect Removal
Rice M Steinmetz CJ Fazekas G Reiss JD
2023 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA). vol. 00, 1-5.
25-10-2023 - Sound Source Distance Estimation in Diverse and Dynamic Acoustic Conditions
Kushwaha SS Roman IR Fuentes M
2023 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA). vol. 00, 1-5.
25-10-2023 - Leveraging synthetic data for improving chamber ensemble separation
Sarkar S Thorpe L Benetos E Sandler M
IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) New Paltz, New York, USA 22 Oct 2023 - 25 Oct 2023.
22-10-2023 - Perceptual musical similarity metric learning with graph neural networks
Vahidi C Singh S Benetos E Phan QH Stowell D Fazekas G Lagrange M
IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) New Paltz, NY, USA 22 Oct 2023 - 25 Oct 2023.
22-10-2023 - Microwave tunability in tin substituted barium titanate
Zhang H Giddens H Saunders TG Palma M Abrahams I Yan H Hao Y
Journal of The European Ceramic Society, Elsevier
17-10-2023 - Validating IoT Devices with Rate-Based Session Types
Iraci G Chuang C-E Hu R Ziarek L
Proceedings of The Acm on Programming Languages, Association For Computing Machinery (Acm) vol. 7 (OOPSLA2), 1589-1617.
16-10-2023 - A COUPLED ALPHA COMPLEX
Reani Y Bobrowski O
Journal of Computational Geometry vol. 14 (1), 221-256.
10-10-2023 - Functional Central Limit Theorems for Local Statistics of Spatial Birth-Death Processes in the Thermodynamic Regime
Onaran E Bobrowski O
Annals of Applied Probability, Institute of Mathematical Statistics vol. 33 (5), 3958-3986.
01-10-2023 - Mesostructures: Beyond Spectrogram Loss in Differentiable Time–Frequency Analysis
Vahidi C Han H Wang C LOSTANLEN V
Journal of The Audio Engineering Society (NEW TRENDS IN AUDIO EFFECTS II)
13-09-2023 - Mesostructures: Beyond Spectrogram Loss in Differentiable Time–Frequency Analysis
Vahidi C Han H Wang C Lagrange M Fazekas G
Journal of The Audio Engineering Society, Audio Engineering Society vol. 71 (9), 577-585.
12-09-2023 - Differentiable Modelling of Percussive Audio with Transient and Spectral Synthesis
Shier J Caspe F Robertson A Sandler M Mcpherson A Saitis C
10th Convention of the European Acoustics Association (Forum Acusticum) 11 Sep 2023 - 15 Sep 2023.
11-09-2023 - Physical Modelling of Stiff Membrane Vibration using Neural Networks with Spectral Convolution Layers
De La Vega Martin C Sandler M
Forum Acusticum 2023 Torino, Italy 11 Sep 2023 - 15 Sep 2023.
10-09-2023 - Advances in Artificial Intelligence, Machine Learning and Deep Learning Applications
Haleem MS
Electronics, Mdpi vol. 12 (18)
07-09-2023 - Multihyperuniform Shared Aperture Antenna Arrays for Multiband Unidirectional Emission Applications
Christogeorgos O Hao Y
2023 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting (USNC-URSI). vol. 2023-July, 603-604.
07-09-2023 - The largest Condorcet domain on 8 alternatives
Leedham-Green C Markström K
Social Choice and Welfare, Springer Nature vol. 62 (1), 109-116.
05-09-2023 - Computing All Facts Entailed By An LTL Specification
Wałęga PA Zawidzki M
Proceedings of the Twentieth International Conference on Principles of Knowledge Representation and Reasoning., 679-689.
01-09-2023 - Ethics and biomedical engineering for well-being: a cocreation study of remote services for monitoring and support
Maccaro A Pagliara SM Zarro M Piaggio D Abdulsalami F Su W Haleem MS Pecchia L
Scientific Reports, Springer Nature vol. 13 (1)
31-08-2023 - Supervised Contrastive Learning For Musical Onset Detection
Bolt J Fazekas G
Audio Mostly 30 Aug 2023 - 1 Sep 2023.
30-08-2023 - FM Tone Transfer with Envelope Learning
Caspe F Mcpherson A Sandler M
AudioMostly 2023 Edinburgh 30 Aug 2023 - 1 Sep 2023.
10-08-2023 - Antennas and Propagation Research From Large-Scale Unstructured Data With Machine Learning: A review and predictions
Cha Y-O Ihalage AA Hao Y
IEEE Antennas and Propagation Magazine, Institute of Electrical and Electronics Engineers (IEEE) vol. 65 (5), 10-24.
04-08-2023 - Deconstructing general references via game semantics
Tzevelekos N
Samson Abramsky on Logic and Structure in Computer Science and Beyond, Springer Nature
02-08-2023 - The Stable Model Semantics of Datalog with Metric Temporal Operators
WAŁĘGA PA TENA CUCALA DJ CUENCA GRAU B
Theory and Practice of Logic Programming, Cambridge University Press (Cup) vol. 24 (1), 22-56.
02-08-2023 - On the Integration of Machine Agents into Live Coding
Wilson E Fazekas G
Organised Sound, Cambridge University Press (Cup) vol. 28 (2), 305-314.
01-08-2023 - Temporal Datalog with Existential Quantification
Lanzinger M Nissl M Sallinger E
Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence., 3277-3285.
01-08-2023 - Topology optimization of a thermal cloak in the frequency domain
Vial B Guenneau S Hao Y
Aip Advances, Aip Publishing vol. 13 (8)
01-08-2023 - A universal null-distribution for topological data analysis
Bobrowski O Skraba P
Scientific Reports, Springer Nature vol. 13 (1)
28-07-2023 - Exploring the Potential of Wireless Controlled Unit-Cells in Metamaterials: A New Concept in Multiple Degree of Freedom
Kolb JF Hao Y
2023 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting (USNC-URSI). vol. 00, 327-328.
28-07-2023 - Reconfigurable Microstructure Designs for Future Software Defined Materials
Kolb JF Hao Y
2023 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting (USNC-URSI). vol. 00, 623-624.
28-07-2023 - Microwave characterization of two Ba 0.6 Sr 0.4 TiO 3 dielectric thin films with out-of-plane and in-plane electrode structures
Ruan H Saunders TG Giddens H Zhang H Ihalage AA Kolb JF Blunt M Haq S et al.
Journal of Advanced Ceramics, Springeropen, 1-12.
18-07-2023 - Keep spending: Beyond optimal cyber-security investment
Malacaria P Zhang Y
2023 IEEE Computer Security Foundations Symposium.
01-07-2023 - Parameterised and Fine-Grained Subgraph Counting, Modulo 2
Goldberg LA Roth M
ICALP 2023. vol. 261
01-07-2023 - Semantic integration of audio content providers through the Audio Commons Ontology
Ceriani M Viola F Rudan S Barthet M
Journal of Web Semantics, Elsevier vol. 77
01-07-2023 - Variational Nested Dropout
Cui Y Mao Y Liu Z Li Q Chan AB Liu X Kuo T-W Xue CJ
IEEE Transactions on Pattern Analysis and Machine Intelligence, Institute of Electrical and Electronics Engineers (IEEE) vol. 45 (8), 10519-10534.
30-06-2023 - Deterministic stream-sampling for probabilistic programming: semantics and verification
Dahlqvist F Silva A Smith W
2023 38th Annual ACM/IEEE Symposium on Logic in Computer Science (LICS). vol. 00, 1-13.
29-06-2023 - Reachability in Injective Piecewise Affine Maps
Ghahremani F Kelmendi E
2023 38th Annual ACM/IEEE Symposium on Logic in Computer Science (LICS). vol. 00, 1-11.
29-06-2023 - The Power of Positivity
Karimov T Kelmendi E Ouaknine J
2023 38th Annual ACM/IEEE Symposium on Logic in Computer Science (LICS). vol. 00, 1-11.
29-06-2023 - DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking Tasks
Wu Q Yang T Liu Z Wu B Shan Y Chan AB
2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). vol. 00, 14561-14571.
24-06-2023 - TWINS: A Fine-Tuning Framework for Improved Transferability of Adversarial Robustness and Generalization
Liu Z Xu Y Ji X Chan AB
2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). vol. 00, 16436-16446.
24-06-2023 - Active Learning Optimisation of Binary Coded Metasurface Consisting of Wideband Meta-Atoms
Chittur Subramanianprasad P Ma Y Ihalage AA Hao Y
Sensors, Mdpi vol. 23 (12)
13-06-2023 - Exploring Approaches to Multi-Task Automatic Synthesizer Programming
Faronbi D Roman I
ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). vol. 00, 1-5.
10-06-2023 - HIPI: A Hierarchical Performer Identification Model Based on Symbolic Representation of Music
Rafee SRM Fazekas G
ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). vol. 00, 1-5.
10-06-2023 - Rigid-Body Sound Synthesis with Differentiable Modal Resonators
Diaz R Hayes B Saitis C Fazekas G Sandler M
ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). vol. 00, 1-5.
10-06-2023 - Sinusoidal Frequency Estimation by Gradient Descent
Hayes B Saitis C
ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). vol. 00, 1-5.
10-06-2023 - Hebbian learning with elasticity explains how the spontaneous motor tempo affects music performance synchronization
Roman IR Roman AS Kim JC Large EW
Plos Computational Biology, Public Library of Science (Plos) vol. 19 (6)
07-06-2023 - CONDITIONING AND SAMPLING IN VARIATIONAL DIFFUSION MODELS FOR SPEECH SUPER-RESOLUTION
Yu C-Y Yeh S-L Fazekas G Tang H
2023 International Conference on Acoustics, Speech, and Signal Processing Rhodes Island, Greece 4 Jun 2023 - 10 Jun 2023.
04-06-2023 - The Complexity of Pattern Counting in Directed Graphs, Parameterised by the Outdegree
Bressan M Lanzinger M
Proceedings of the 55th Annual ACM Symposium on Theory of Computing., 542-552.
02-06-2023 - F0 analysis of Ghanaian pop singing reveals progressive alignment with equal temperament over the past three decades: a case study
Roman Guzman I
20th Sound and Music Computing Conference, SMC 2023.
01-06-2023 - Interactive Neural Resonators
Diaz Fernandez R Saitis C Sandler M
International Conference on New Interfaces for Musical Expression.
31-05-2023 - Multihyperuniform Disorder and Its Application on Shared-Aperture Phased Antenna Arrays
Christogeorgos O Okon E Hao Y
17th European Conference on Antennas and Propagation (EuCAP).
31-05-2023 - The human brain reactivates context-specific past information at event boundaries of naturalistic experiences
Hahamy A Dubossarsky H
Nature Neuroscience, Springer Nature vol. 26 (6), 1080-1089.
29-05-2023 - Submixing and shift-invariant stochastic games
Gimbert H Kelmendi E
International Journal of Game Theory, Springer Nature vol. 52 (4), 1179-1214.
25-05-2023 - Dynamic models for musical rhythm perception and coordination
Large EW Roman I Kim JC Cannon J Trainor LJ
Frontiers in Computational Neuroscience, Frontiers vol. 17
17-05-2023 - The SONICOM HRTF Dataset
Engel I Daugintis R Vicente T Hogg AOT Pauwels J Tournier AJ Picinali L
Journal of The Audio Engineering Society, Audio Engineering Society vol. 71 (5), 241-253.
09-05-2023 - On the relevance of the differences between HRTF measurement setups for machine learning
Pauwels J Picinali L
2023 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2023).
05-05-2023 - Adoption of AI Technology in the Music Mixing Workflow: An Investigation
Vanka S Safi M Rolland J-B Fazekas G
AES Europe Convention 2023 Helsinki, Finland 13 May 2023 - 15 May 2023.
02-05-2023 - SketchSynth: a browser-based sketching interface for sound control
Lobbers S
International Conference on New Interfaces for Musical Expression (NIME) Mexico City, Mexico 31 May 2023 - 2 Jun 2023., 637-641.
01-05-2023 - “Give me happy pop songs in C major and with a fast tempo”: A vocal assistant for content-based queries to online music repositories
Turchet L Zanotto C Pauwels J
International Journal of Human Computer Studies vol. 173
01-05-2023 - Parameterized Counting and Cayley Graph Expanders
Peyerimhoff N Schmitt J Stix J Vdovina A
Siam Journal on Discrete Mathematics, Society For Industrial & Applied Mathematics (Siam) vol. 37 (2), 405-486.
26-04-2023 - Deep-Learning-Driven Techniques for Real-Time Multimodal Health and Physical Data Synthesis
Haleem MS Ekuban A Antonini A Pagliara S Pecchia L Allocca C
Electronics, Mdpi vol. 12 (9)
25-04-2023 - Computing ecosystems: neural networks and embedded hardware platforms
Pelinski Ramos T Caspe F Mcpherson A Sandler M
CHI 2023 Hamburg, Germany 23 May 2023 - 28 May 2023.
22-04-2023 - The Responsibility Problem in Neural Networks with Unordered Targets
Hayes B Fazekas G
International Conference on Learning Representations.
19-04-2023 - CROSS: A Framework for Cyber Risk Optimisation in Smart Homes
Zhang Y Malacaria P Loukas G Panaousis E
Computers and Security, Elsevier, 103250-103250.
05-04-2023 - Development of an artificial intelligence system to identify hypoglycaemia via ECG in adults with type 1 diabetes: protocol for data collection under controlled and free-living conditions
Cisuelo O Stokes K Oronti IB Haleem MS Barber TM Weickert MO Pecchia L Hattersley J
Bmj Open, Bmj vol. 13 (4)
01-04-2023 - SketchSynth: Cross-Modal Control of Sound Synthesis
Lobbers S Thorpe L
EvoMUSART Brno, Czech Republic 12 Apr 2023 - 14 Apr 2023.
01-04-2023 - Stream reasoning with DatalogMTL
Wałęga PA Kaminski M Wang D
Journal of Web Semantics, Elsevier vol. 76
01-04-2023 - A Reconfigurable Feed Network Splitter to Apply Progressive Phase for Steerable Antenna Arrays
Henderson JR Hao Y
2023 17th European Conference on Antennas and Propagation (EuCAP). vol. 00, 1-5.
31-03-2023 - A Novel 6G ISAC Channel Model Combining Forward and Backward Scattering
Yang R Wang C-X Huang J Aggoune E-HM Hao Y
IEEE Transactions on Wireless Communications, Institute of Electrical and Electronics Engineers (IEEE) vol. 22 (11), 8050-8065.
22-03-2023 - Incorporating Meta‐Atom Interactions in Rapid Optimization of Large‐Scale Disordered Metasurfaces Based on Deep Interactive Learning
Ma Y Kolb JF Ihalage AA Andy AS Hao Y
Advanced Photonics Research, Wiley vol. 4 (4)
02-03-2023 - Clustering Hidden Markov Models With Variational Bayesian Hierarchical EM
Lan H Liu Z Hsiao JH Yu D Chan AB
IEEE Transactions on Neural Networks and Learning Systems, Institute of Electrical and Electronics Engineers (IEEE) vol. 34 (3), 1537-1551.
28-02-2023 - Probabilistic Approaches to Linguistic Theory
Bernardy J-P Blanck R Chatzikyriakidis S Lappin S Maskharashvili A
24-02-2023 - A Novel 3-D Beam Domain Channel Model for Maritime Massive MIMO Communication Systems Using Uniform Circular Arrays
He Y Wang C-X Chang H Feng R Sun J Zhang W Hao Y Aggoune E-HM
IEEE Transactions on Communications, Institute of Electrical and Electronics Engineers (IEEE) vol. 71 (4), 2487-2502.
15-02-2023 - Finite Materialisability of Datalog Programs with Metric Temporal Operators
Wałęga P Zawidzki M Cuenca Grau B
Journal of Artificial Intelligence Research, AI Access Foundation vol. 76
28-01-2023 - Taking Back Control in an Intermediate Representation for GPU Computing
Klimis V Clark J Neto D
Proceedings of The Acm on Programming Languages, Association For Computing Machinery (Acm) vol. 7 (POPL), 1740-1769.
09-01-2023 - Artificial intelligence for non-invasive glycaemic-events detection via ECG in a paediatric population: study protocol
Andellini M Haleem S Angelini M Ritrovato M Schiaffini R Iadanza E Pecchia L
Health and Technology, Springer Nature vol. 13 (1), 145-154.
01-01-2023 - Auto-differentiable Computational Photonics and its application to optimization
Vial B Hao Y
International Conference on Metamaterials Photonic Crystals and Plasmonics., 716-717.
01-01-2023 - BAYES-MIL: A NEW PROBABILISTIC PERSPECTIVE ON ATTENTION-BASED MULTIPLE INSTANCE LEARNING FOR WHOLE SLIDE IMAGES
Cui Y Liu Z Liu X Liu X Wang C Kuo TW Xue CJ Chan AB
11th International Conference on Learning Representations Iclr 2023.
01-01-2023 - Computational complexity of hybrid interval temporal logics
Wałęga PA
Annals of Pure and Applied Logic, Elsevier vol. 174 (1)
01-01-2023 - Exploring experience and expertise in the context of preference for spatial sound treatment in immersive environments
McArthur A Johnston A Sandler M Ferguson S Stewart R
International Conference on Spatial and Immersive Audio 2023., 461-468.
01-01-2023 - Exploring Parity Challenges in Reinforcement Learning through Curriculum Learning with Noisy Labels.
Zhou B Riis S
Corr vol. abs/2312.05379
01-01-2023 - GENDER-CODED SOUND: ANALYSING THE GENDERING OF MUSIC IN TOY COMMERCIALS VIA MULTI-TASK LEARNING
Marinelli L Fazekas G Saitis C
Proceedings of The International Society For Music Information Retrieval Conference vol. 2023, 166-173.
01-01-2023 - New Record-Breaking Condorcet Domains on 10 and 11 Alternatives.
Zhou B Riis S
Corr vol. abs/2303.06524
01-01-2023 - Posterior Sampling for Deep Reinforcement Learning
Sasso R Conserva M Rauber P
International Conference on Machine Learning. vol. 202, 30042-30061.
01-01-2023 - Preface
Bestagini P Dixon S Liang B Richard G Sarti A Antonacci F Sandler M
24th International Society for Music Information Retrieval Conference Ismir 2023 Proceedings., xi-xvi.
01-01-2023 - Retrieval-Augmented Multiple Instance Learning
Cui Y Liu Z Chen Y Lu Y Yu X Liu X Kuo TW Rodrigues MRD et al.
Advances in Neural Information Processing Systems. vol. 36
01-01-2023 - Set-alternating schemes: A new class of large Condorcet domains.
Karpov A Markström K Riis S Zhou B
Corr vol. abs/2308.02817
01-01-2023 - The Internet of Sounds: Convergent Trends, Insights, and Future Directions
Turchet L Lagrange M Rottondi C Fazekas G Peters N Østergaard J Font F
IEEE Internet of Things Journal, Institute of Electrical and Electronics Engineers (IEEE) vol. 10 (13), 11264-11292.
01-01-2023 - THE RESPONSIBILITY PROBLEM IN NEURAL NETWORKS WITH UNORDERED TARGETS
1st Tiny Papers Track at Iclr 2023 Tiny Papers @ Iclr 2023.
01-01-2023 - The Song Describer Dataset: a Corpus of Audio Captions for Music-and-Language Evaluation.
Manco I Weck B Doh S Won M Zhang Y Bogdanov D Wu Y Tovstogan P
Corr vol. abs/2311.10057
01-01-2023 - The Time-Embedding Travelers at WiC-ITA
Periti F Dubossarsky H
Ceur Workshop Proceedings. vol. 3473
01-01-2023