Self-Supervised Learning

TimeSiam: A Pre-Training Framework for Siamese Time-Series Modeling ICML 2024 TimesURL: Self-Supervised Contrastive Learning for Universal Time Series Representation Learning AAAI 2024 TiMix: Text-Aware Image Mixing for Effective Vision-Language Pre-training AAAI 2024 To Err Is Human, but Llamas Can Learn It Too EMNLP 2024 To Grok or not to Grok: Disentangling Generalization and Memorization on Corrupted Algorithmic Datasets ICLR 2024 TokenCompose: Text-to-Image Diffusion with Token-level Supervision CVPR 2024 Tokenization Matters: Navigating Data-Scarce Tokenization for Gender Inclusive Language Technologies NAACL 2024 TokSing: Singing Voice Synthesis based on Discrete Tokens Interspeech 2024 Topic-Aware Causal Intervention for Counterfactual Detection EMNLP 2024 Toward Open Vocabulary Aerial Object Detection with CLIP-Activated Student-Teacher Learning ECCV 2024 Toward Robust Incomplete Multimodal Sentiment Analysis via Hierarchical Representation Learning NeurIPS 2024 Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning NeurIPS 2024 Towards a theory of how the structure of language is acquired by deep neural networks NeurIPS 2024 Towards a "Universal Translator" for Neural Dynamics at Single-Cell, Single-Spike Resolution NeurIPS 2024 Towards Better Understanding of Contrastive Sentence Representation Learning: A Unified Paradigm for Gradient ACL 2024 Towards Causal Foundation Model: on Duality between Optimal Balancing and Attention ICML 2024 Towards Characterizing Domain Counterfactuals for Invertible Latent Causal Models ICLR 2024 Towards Data-Efficient Language Models: A Child-Inspired Approach to Language Learning CoNLL 2024 Towards Dog Bark Decoding: Leveraging Human Speech Processing for Automated Bark Classification COLING 2024 Towards domain-invariant Self-Supervised Learning with Batch Styles Standardization ICLR 2024 Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective AAAI 2024 Towards EMG-to-Speech with Necklace Form Factor Interspeech 2024 Towards Enhancing Time Series Contrastive Learning: A Dynamic Bad Pair Mining Approach ICLR 2024 Towards Explainable Multi-Label Text Classification: A Multi-Task Rationalisation Framework for Identifying Indicators of Forced Labour EMNLP 2024 Towards generalisable and calibrated audio deepfake detection with self-supervised representations Interspeech 2024