Rhythm

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 137 papers with code (515 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Cardiologist-Level Arrhythmia Detection with Convolutional Neural Networks
  6 Jul 2017 7 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  We develop an algorithm which exceeds the performance of board certified cardiologists in detecting a wide range of heart arrhythmias from electrocardiograms recorded with a single-lead wearable monitor.
• Unsupervised Speech Decomposition via Triple Information Bottleneck
  23 Apr 2020 6 repositories listed Syntology ran 0 of 12 samples · 12 unverified
  Speech information can be roughly decomposed into four components: language content, timbre, pitch, and rhythm.
• Mellotron: Multispeaker expressive voice synthesis by conditioning on rhythm, pitch and global style tokens
  26 Oct 2019 5 repositories listed
  Mellotron is a multispeaker voice synthesis model based on Tacotron 2 GST that can make a voice emote and sing without emotive or singing training data.
• BeatNet: CRNN and Particle Filtering for Online Joint Beat Downbeat and Meter Tracking
  8 Aug 2021 4 repositories listed
  The online estimation of rhythmic information, such as beat positions, downbeat positions, and meter, is critical for many real-time music applications.
• Deep Music Analogy Via Latent Representation Disentanglement
  9 Jun 2019 3 repositories listed
  Analogy-making is a key method for computer algorithms to generate both natural and creative music pieces.
• MMSU: A Massive Multi-task Spoken Language Understanding and Reasoning Benchmark
  5 Jun 2025 2 repositories listed Syntology ran 4 of 6 samples · 2 unverified · 6 pointer-only (licence)
  To address this gap, we introduce MMSU, a comprehensive benchmark designed specifically for understanding and reasoning in spoken language.
• MusiConGen: Rhythm and Chord Control for Transformer-Based Text-to-Music Generation
  21 Jul 2024 2 repositories listed
  However, textual prompts alone cannot precisely control temporal musical features such as chords and rhythm of the generated music.
• Ellipsoid fitting with the Cayley transform
  20 Apr 2023 2 repositories listed
  We introduce Cayley transform ellipsoid fitting (CTEF), an algorithm that uses the Cayley transform to fit ellipsoids to noisy data in any dimension.
• DanceFormer: Music Conditioned 3D Dance Generation with Parametric Motion Transformer
  18 Mar 2021 2 repositories listed
  In this paper, we reformulate it by a two-stage process, ie, a key pose generation and then an in-between parametric motion curve prediction, where the key poses are easier to be synchronized with the music beats and…
• Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG Classification
  9 Dec 2020 2 repositories listed
  Considering the quasi-periodic characteristics of ECG signals, the dynamic features can be extracted from the TMF images with the transfer learning pre-trained convolutional neural network (CNN) models.
• Can GAN originate new electronic dance music genres? -- Generating novel rhythm patterns using GAN with Genre Ambiguity Loss
  25 Nov 2020 2 repositories listed
  This paper focuses on music generation, especially rhythm patterns of electronic dance music, and discusses if we can use deep learning to generate novel rhythms, interesting patterns not found in the training dataset.
• Speech Gesture Generation from the Trimodal Context of Text, Audio, and Speaker Identity
  4 Sep 2020 2 repositories listed
  In this paper, we present an automatic gesture generation model that uses the multimodal context of speech text, audio, and speaker identity to reliably generate gestures.
• Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL
  28 Apr 2020 2 repositories listed
  Electrocardiography is a very common, non-invasive diagnostic procedure and its interpretation is increasingly supported by automatic interpretation algorithms.
• Towards democratizing music production with AI-Design of Variational Autoencoder-based Rhythm Generator as a DAW plugin
  1 Apr 2020 2 repositories listed
  There has been significant progress in the music generation technique utilizing deep learning.
• CircaCompare: a method to estimate and statistically support differences in mesor, amplitude and phase, between circadian rhythms
  7 Oct 2019 2 repositories listed
  The results suggest that the method proposed may be highly sensitive to detect rhythmic differences between groups in phase, amplitude and mesor.
• Towards understanding ECG rhythm classification using convolutional neural networks and attention mappings
  17 Aug 2018 2 repositories listed
  Access to electronic health record (EHR) data has motivated computational advances in medical research.
• From Generality to Mastery: Composer-Style Symbolic Music Generation via Large-Scale Pre-training
  20 Jun 2025 1 repository listed
  Despite progress in controllable symbolic music generation, data scarcity remains a challenge for certain control modalities.
• Unsupervised Rhythm and Voice Conversion to Improve ASR on Dysarthric Speech
  2 Jun 2025 1 repository listed
  Automatic speech recognition (ASR) systems struggle with dysarthric speech due to high inter-speaker variability and slow speaking rates.
• Leveraging AM and FM Rhythm Spectrograms for Dementia Classification and Assessment
  1 Jun 2025 1 repository listed
  The fusion approach also shows improvement, with RFA spectrograms surpassing Mel spectrograms in classification by around a relative improvement of 13.
• MAVL: A Multilingual Audio-Video Lyrics Dataset for Animated Song Translation
  24 May 2025 1 repository listed Syntology ran 0 of 19 samples · 19 unverified
  Lyrics translation requires both accurate semantic transfer and preservation of musical rhythm, syllabic structure, and poetic style.
• Voila: Voice-Language Foundation Models for Real-Time Autonomous Interaction and Voice Role-Play
  5 May 2025 1 repository listed Syntology ran 7 of 11 samples · 4 unverified
  A voice AI agent that blends seamlessly into daily life would interact with humans in an autonomous, real-time, and emotionally expressive manner.
• Evolutionary Optimization for the Classification of Small Molecules Regulating the Circadian Rhythm Period: A Reliable Assessment
  27 Apr 2025 1 repository listed
  Our study confirms that evolutionary optimization is an effective strategy for classifying small molecules regulating the circadian rhythm.
• ProtoECGNet: Case-Based Interpretable Deep Learning for Multi-Label ECG Classification with Contrastive Learning
  11 Apr 2025 1 repository listed
  Deep learning-based electrocardiogram (ECG) classification has shown impressive performance but clinical adoption has been slowed by the lack of transparent and faithful explanations.
• ECG-Expert-QA: A Benchmark for Evaluating Medical Large Language Models in Heart Disease Diagnosis
  16 Feb 2025 1 repository listed
  We present ECG-Expert-QA, a comprehensive multimodal dataset for evaluating diagnostic capabilities in electrocardiogram (ECG) interpretation.
• Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language Model
  15 Feb 2025 1 repository listed
  Although previous ECG self-supervised learning (eSSL) methods have made significant progress in representation learning from unannotated ECG data, they typically treat ECG signals as ordinary time-series data,…
• ImprovNet -- Generating Controllable Musical Improvisations with Iterative Corruption Refinement
  6 Feb 2025 1 repository listed
  The model's iterative generation framework allows users to control the degree of style transfer and structural similarity to the original composition.
• Combining YOLO and Visual Rhythm for Vehicle Counting
  8 Jan 2025 1 repository listed
  Video-based vehicle detection and counting play a critical role in managing transport infrastructure.
• Real-Time Textless Dialogue Generation
  8 Jan 2025 1 repository listed
  Recent advancements in large language models (LLMs) have led to significant progress in text-based dialogue systems.
• Efficient License Plate Recognition in Videos Using Visual Rhythm and Accumulative Line Analysis
  8 Jan 2025 1 repository listed
  Video-based Automatic License Plate Recognition (ALPR) involves extracting vehicle license plate text information from video captures.
• Efficient Video-Based ALPR System Using YOLO and Visual Rhythm
  4 Jan 2025 1 repository listed
  Automatic License Plate Recognition (ALPR) involves extracting vehicle license plate information from image or a video capture.

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.