Methods › General › Self-Supervised Learning › COLA
COLA
Introduced by Aaqib Saeed et al. in Contrastive Learning of General-Purpose Audio Representations
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
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 archive 2025-07-28
30 shown of 32, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
-
CoLa -- Learning to Interactively Collaborate with Large LMs 3 Apr 2025 · 0 repositories · arXiv:2504.02965
-
Controlling Large Language Model with Latent Actions 27 Mar 2025 · 1 repository · arXiv:2503.21383
-
CoLA: Compute-Efficient Pre-Training of LLMs via Low-Rank Activation 16 Feb 2025 · 1 repository · arXiv:2502.10940
-
Optimizing Language Models for Grammatical Acceptability: A Comparative Study of Fine-Tuning Techniques 14 Jan 2025 · 0 repositories · arXiv:2501.07853
-
DARE the Extreme: Revisiting Delta-Parameter Pruning For Fine-Tuned Models 12 Oct 2024 · 1 repository · arXiv:2410.09344Syntology ran 12 of 17 samples · 5 unverified · 17 pointer-only (licence)
-
Can VLMs be used on videos for action recognition? LLMs are Visual Reasoning Coordinators 20 Jul 2024 · 0 repositories · arXiv:2407.14834
-
ADMM Based Semi-Structured Pattern Pruning Framework For Transformer 11 Jul 2024 · 0 repositories · arXiv:2407.08334
-
Comparative Analysis of Different Efficient Fine Tuning Methods of Large Language Models (LLMs) in Low-Resource Setting 21 May 2024 · 0 repositories · arXiv:2405.13181
-
ColA: Collaborative Adaptation with Gradient Learning 22 Apr 2024 · 1 repository · arXiv:2404.13844Syntology ran 2 of 2 samples · 0 unverified
-
Knowledge-aware Alert Aggregation in Large-scale Cloud Systems: a Hybrid Approach 11 Mar 2024 · 0 repositories · arXiv:2403.06485
-
COLA: Cross-city Mobility Transformer for Human Trajectory Simulation 4 Mar 2024 · 1 repository · arXiv:2403.01801Syntology ran 3 of 4 samples · 1 unverified
-
Chain of LoRA: Efficient Fine-tuning of Language Models via Residual Learning 8 Jan 2024 · 0 repositories · arXiv:2401.04151
-
Empirical Analysis of Efficient Fine-Tuning Methods for Large Pre-Trained Language Models 8 Jan 2024 · 0 repositories · arXiv:2401.04051
-
COLA: COarse-LAbel multi-source LiDAR semantic segmentation for autonomous driving 6 Nov 2023 · 0 repositories · arXiv:2311.03017
-
CoVLM: Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding 6 Nov 2023 · 0 repositories · arXiv:2311.03354
-
Stance Detection with Collaborative Role-Infused LLM-Based Agents 16 Oct 2023 · 1 repository · arXiv:2310.10467Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
-
Graph Contrastive Learning Meets Graph Meta Learning: A Unified Method for Few-shot Node Tasks 19 Sep 2023 · 1 repository · arXiv:2309.10376Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
-
CoLA: Exploiting Compositional Structure for Automatic and Efficient Numerical Linear Algebra 6 Sep 2023 · 1 repository · arXiv:2309.03060Syntology ran 17 of 17 samples · 0 unverified
-
BOURNE: Bootstrapped Self-supervised Learning Framework for Unified Graph Anomaly Detection 28 Jul 2023 · 0 repositories · arXiv:2307.15244
-
COLA: Contextualized Commonsense Causal Reasoning from the Causal Inference Perspective 9 May 2023 · 1 repository · arXiv:2305.05191Syntology ran 3 of 18 samples · 15 unverified
-
Can BERT eat RuCoLA? Topological Data Analysis to Explain 4 Apr 2023 · 2 repositories · arXiv:2304.01680
-
Multi-Source Contrastive Learning from Musical Audio 14 Feb 2023 · 1 repository · arXiv:2302.07077
-
A Discerning Several Thousand Judgments: GPT-3 Rates the Article + Adjective + Numeral + Noun Construction 29 Jan 2023 · 0 repositories · arXiv:2301.12564
-
Field Level Neural Network Emulator for Cosmological N-body Simulations 9 Jun 2022 · 2 repositories · arXiv:2206.04594
-
Simple lessons from complex learning: what a neural network model learns about cosmic structure formation 9 Jun 2022 · 1 repository · arXiv:2206.04573
-
Acceptability Judgements via Examining the Topology of Attention Maps 19 May 2022 · 1 repository · arXiv:2205.09630
-
Efficient Fine-Tuning of BERT Models on the Edge 3 May 2022 · 0 repositories · arXiv:2205.01541
-
COLA: Consistent Learning with Opponent-Learning Awareness 8 Mar 2022 · 1 repository · arXiv:2203.04098
-
COLA: COarse LAbel pre-training for 3D semantic segmentation of sparse LiDAR datasets 14 Feb 2022 · 1 repository · arXiv:2202.06884
-
Monolingual and Cross-Lingual Acceptability Judgments with the Italian CoLA corpus 24 Sep 2021 · 1 repository · arXiv:2109.12053
Tasks archive 2025-07-28
20 shown of 63 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections