SoftSAE: Dynamic Top-K Selection for Adaptive Sparse Autoencoders

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Bayesian Sparse Gaussian Mixture Model for Clustering in High Dimensions

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DINORANKCLIP: DINOv3 Distillation and Injection for Vision-Language Pretraining with High-Order Ranking Consistency

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Solving Minimal Problems Without Matrix Inversion Using FFT-Based Interpolation

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Continuous Latent Diffusion Language Model

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MedHorizon: Towards Long-context Medical Video Understanding in the Wild

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Sparkle: Realizing Lively Instruction-Guided Video Background Replacement via Decoupled Guidance

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Agentic AIs Are the Missing Paradigm for Out-of-Distribution Generalization in Foundation Models

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DCR: Counterfactual Attractor Guidance for Rare Compositional Generation

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FreeSpec: Training-Free Long Video Generation via Singular-Spectrum Reconstruction

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MARBLE: Multi-Aspect Reward Balance for Diffusion RL

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3D MRI Image Pretraining via Controllable 2D Slice Navigation Task

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Regularizing Hard Examples Improves Adversarial Robustness

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GeoStack: A Framework for Quasi-Abelian Knowledge Composition in VLMs

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Hyperbolic Concept Bottleneck Models

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From Review to Design: Ethical Multimodal Driver Monitoring Systems for Risk Mitigation, Incident Response, and Accountability in Automated Vehicles

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FREPix: Frequency-Heterogeneous Flow Matching for Pixel-Space Image Generation

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E = T*H/(O+B): A Dimensionless Control Parameter for Mixture-of-Experts Ecology

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Reconstruction or Semantics? What Makes a Latent Space Useful for Robotic World Models

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Empirical Evidence for Simply Connected Decision Regions in Image Classifiers

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