information compression

Content-aware Information Compression and Selection for Whole Slide Image Analysis AAAI 2026 How Wide and How Deep? Mitigating Over-squashing of GNNs via Channel Capacity Constrained Estimation AAAI 2026 Following the Autoregressive Nature of LLM Embeddings via Compression and Alignment EMNLP 2025 Large Language Model Evaluation via Matrix Nuclear-Norm EMNLP 2025 SECodec: Structural Entropy-based Compressive Speech Representation Codec for Speech Language Models AAAI 2025 Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization AAAI 2024 Diversity-Measurable Anomaly Detection CVPR 2023 Self-Adaptive In-Context Learning: An Information Compression Perspective for In-Context Example Selection and Ordering ACL 2023 Span-based Named Entity Recognition by Generating and Compressing Information EACL 2023 PAC-Bayes Information Bottleneck ICLR 2022 UKPGAN: A General Self-Supervised Keypoint Detector CVPR 2022 Compressive Visual Representations NeurIPS 2021 The Variational Bandwidth Bottleneck: Stochastic Evaluation on an Information Budget ICLR 2020 Estimating Information Flow in Deep Neural Networks ICML 2019 Improving Neural Abstractive Document Summarization with Structural Regularization EMNLP 2018