Representation Disentanglement

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  1. UniCSG: Unified High-Fidelity Content-Constrained Style-Driven Generation via Staged Semantic and Frequency Disentanglement

    Apr 20, 2026Jingwei Yang, Ruoxi Wu, Wei Shen +4Constrained Generative ModelingDiffusion Transformer

  2. Structural Instability of Feature Composition

    Apr 18, 2026Yunpeng ZhouFeature SuperpositionTransformer Interpretability

  3. Hybrid Latents: Geometry-Appearance-Aware Surfel Splatting

    Apr 16, 2026Neel Kelkar, Simon Niedermayr, Klaus Engel +13D Gaussian SplattingMulti-View 3D Reconstruction

  4. Quantifying Dimensional Independence in Speech: An Information-Theoretic Framework for Disentangled Representation Learning

    Feb 24, 2026Bipasha Kashyap, Björn W. Schuller, Pubudu N. PathiranaRepresentation DisentanglementSpeech Processing

  5. Learning Domain- and Class-Disentangled Prototypes for Domain-Generalized EEG Emotion Recognition

    Sep 1, 2025Guangli Li, Canbiao Wu, Zhehao Zhou +3Cross-Subject EEG DecodingPrototype-Based Classification

  6. Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders

    Aug 22, 2025David Chanin, Adrià Garriga-AlonsoActivation SparsityLLM Interpretability