Description
COLA is a self-supervised pre-training approach for learning a general-purpose representation of audio. It is based on contrastive learning: it learns a representation which assigns high similarity to audio segments extracted from the same recording while assigning lower similarity to segments from different recordings.
Papers Using This Method
CoLa -- Learning to Interactively Collaborate with Large LMs2025-04-03Controlling Large Language Model with Latent Actions2025-03-27CoLA: Compute-Efficient Pre-Training of LLMs via Low-Rank Activation2025-02-16Optimizing Language Models for Grammatical Acceptability: A Comparative Study of Fine-Tuning Techniques2025-01-14DARE the Extreme: Revisiting Delta-Parameter Pruning For Fine-Tuned Models2024-10-12Can VLMs be used on videos for action recognition? LLMs are Visual Reasoning Coordinators2024-07-20ADMM Based Semi-Structured Pattern Pruning Framework For Transformer2024-07-11Comparative Analysis of Different Efficient Fine Tuning Methods of Large Language Models (LLMs) in Low-Resource Setting2024-05-21ColA: Collaborative Adaptation with Gradient Learning2024-04-22Knowledge-aware Alert Aggregation in Large-scale Cloud Systems: a Hybrid Approach2024-03-11COLA: Cross-city Mobility Transformer for Human Trajectory Simulation2024-03-04Empirical Analysis of Efficient Fine-Tuning Methods for Large Pre-Trained Language Models2024-01-08Chain of LoRA: Efficient Fine-tuning of Language Models via Residual Learning2024-01-08CoVLM: Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding2023-11-06COLA: COarse-LAbel multi-source LiDAR semantic segmentation for autonomous driving2023-11-06Stance Detection with Collaborative Role-Infused LLM-Based Agents2023-10-16Graph Contrastive Learning Meets Graph Meta Learning: A Unified Method for Few-shot Node Tasks2023-09-19CoLA: Exploiting Compositional Structure for Automatic and Efficient Numerical Linear Algebra2023-09-06BOURNE: Bootstrapped Self-supervised Learning Framework for Unified Graph Anomaly Detection2023-07-28COLA: Contextualized Commonsense Causal Reasoning from the Causal Inference Perspective2023-05-09