Cover Image

AG-REPA: Causal Layer Selection for Representation Alignment in Audio Flow Matching

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Pengfei, Xie, Tianxin, Yang, Minghao, Liu, Li
Format:	Preprint
Published:	2026
Subjects:	Sound Artificial Intelligence Machine Learning Multimedia 68T07, 62M45 I.2.6; I.5.4; G.3
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Rethinking Masking Strategies for Masked Prediction-based Audio Self-supervised Learning
by: Niizumi, Daisuke, et al.
Published: (2026)

Contract-Driven QoE Auditing for Speech and Singing Services: From MOS Regression to Service Graphs
by: Du, Wenzhang
Published: (2025)

Machine learning technique for morphological classification of galaxies from SDSS. IV. Visual inspection vs CNN for merging, irregular, edge-on, barred, ringed, and with dust lanes galaxies at 0.02<z<0.1
by: V., Dobrycheva D., et al.
Published: (2026)

Identifying Autism-Related Neurobiomarkers Using Hybrid Deep Learning Models
by: Chen, Ashley
Published: (2025)

Less is More: Strategic Expert Selection Outperforms Ensemble Complexity in Traffic Forecasting
by: Guettala, Walid, et al.
Published: (2025)

MEG-to-MEG Transfer Learning and Cross-Task Speech/Silence Detection with Limited Data
by: de Zuazo, Xabier, et al.
Published: (2026)

RG-TTA: Regime-Guided Meta-Control for Test-Time Adaptation in Streaming Time Series
by: Kumar, Indar, et al.
Published: (2026)

Analyzing the Impact of Multimodal Perception on Sample Complexity and Optimization Landscapes in Imitation Learning
by: Abuelsamen, Luai, et al.
Published: (2025)

Transfer Learning Strategies for Pathological Foundation Models: A Systematic Evaluation in Brain Tumor Classification
by: Enda, Ken, et al.
Published: (2025)

Prevailing Research Areas for Music AI in the Era of Foundation Models
by: Wei, Megan, et al.
Published: (2024)

HELIX: Scaling Raw Audio Understanding with Hybrid Mamba-Attention Beyond the Quadratic Limit
by: Khushiyant, et al.
Published: (2026)

APEX: Large-scale Multi-task Aesthetic-Informed Popularity Prediction for AI-Generated Music
by: Husain, Jaavid Aktar, et al.
Published: (2026)

Step-Aware Residual-Guided Diffusion for EEG Spatial Super-Resolution
by: Liu, Hongjun, et al.
Published: (2025)

Crossing the Species Divide: Transfer Learning from Speech to Animal Sounds
by: Cauzinille, Jules, et al.
Published: (2025)

DRL: Discriminative Representation Learning with Parallel Adapters for Class Incremental Learning
by: Zhan, Jiawei, et al.
Published: (2025)

Can Agentic AI Match the Performance of Human Data Scientists?
by: Luo, An, et al.
Published: (2025)

Multivariate Time Series Anomaly Detection via Dual-Branch Reconstruction and Autoregressive Flow-based Residual Density Estimation
by: Liu, Jun, et al.
Published: (2026)

Single-Step Reconstruction-Free Anomaly Detection and Segmentation via Diffusion Models
by: Moradi, Mehrdad, et al.
Published: (2025)

Audio-based Kinship Verification Using Age Domain Conversion
by: Sun, Qiyang, et al.
Published: (2024)

How Much Temporal Modeling is Enough? A Systematic Study of Hybrid CNN-RNN Architectures for Multi-Label ECG Classification
by: Jafari, Alireza, et al.
Published: (2026)

Detection and Simulation of Urban Heat Islands Using a Fine-Tuned Geospatial Foundation Model for Microclimate Impact Prediction
by: Fleckenstein, Jannis, et al.
Published: (2025)

Perception-Consistency Multimodal Large Language Models Reasoning via Caption-Regularized Policy Optimization
by: Tu, Songjun, et al.
Published: (2025)

A Single Image Is All You Need: Zero-Shot Anomaly Localization Without Training Data
by: Moradi, Mehrdad, et al.
Published: (2025)

CVCM Track Circuits Pre-emptive Failure Diagnostics for Predictive Maintenance Using Deep Neural Networks
by: Mukherjee, Debdeep, et al.
Published: (2025)

Blending Ensemble for Classification with Genetic-algorithm generated Alpha factors and Sentiments (GAS)
by: Yang, Quechen
Published: (2024)

Leveraging large multimodal models for audio-video deepfake detection: a pilot study
by: Cao, Songjun, et al.
Published: (2026)

AgentDS Technical Report: Benchmarking the Future of Human-AI Collaboration in Domain-Specific Data Science
by: Luo, An, et al.
Published: (2026)

Benchmarking Catastrophic Forgetting Mitigation Methods in Federated Time Series Forecasting
by: Hallak, Khaled, et al.
Published: (2025)

Score Distillation Sampling for Audio: Source Separation, Synthesis, and Beyond
by: Richter-Powell, Jessie, et al.
Published: (2025)

Universal consistency of the $k$-NN rule in metric spaces and Nagata dimension. III
by: Pestov, Vladimir G.
Published: (2025)

Structured Basis Function Networks: Loss-Centric Multi-Hypothesis Ensembles with Controllable Diversity
by: Dominguez, Alejandro Rodriguez, et al.
Published: (2025)

Early Detection of Branched Broomrape (Phelipanche ramosa) Infestation in Tomato Crops Using Leaf Spectral Analysis and Machine Learning
by: Narimani, Mohammadreza, et al.
Published: (2025)

MRMS-Net and LMRMS-Net: Scalable Multi-Representation Multi-Scale Networks for Time Series Classification
by: Alagöz, Celal, et al.
Published: (2026)

AssistedDS: Benchmarking How External Domain Knowledge Assists LLMs in Automated Data Science
by: Luo, An, et al.
Published: (2025)

Enhancing Maritime Object Detection in Real-Time with RT-DETR and Data Augmentation
by: Nemati, Nader
Published: (2025)

Scalable, Technology-Agnostic Diagnosis and Predictive Maintenance for Point Machine using Deep Learning
by: Di Santi, Eduardo, et al.
Published: (2025)

Few-Class Arena: A Benchmark for Efficient Selection of Vision Models and Dataset Difficulty Measurement
by: Cao, Bryan Bo, et al.
Published: (2024)

Application of deep learning approaches for medieval historical documents transcription
by: Voloshchuk, Maksym, et al.
Published: (2025)

Predicting Traffic Accident Severity with Deep Neural Networks
by: Bibb, Meghan, et al.
Published: (2025)

Task-Aligned Self-Supervised Learning for Medical Image Analysis: A Systematic Review and Practical Design Guidelines
by: Wimalasiri, Chathura
Published: (2026)