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3241
Inductive Synthesis of Inductive Heap Predicates -- Extended Version
Veröffentlicht 2025Inhaltsangabe: “… learning algorithm. The key contributions of our work are (a) the formulation of ILP-based learning only …”
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3242
LightMamba: Efficient Mamba Acceleration on FPGA with Quantization and Hardware Co-design
Veröffentlicht 2025Inhaltsangabe: “… . In this paper, we propose LightMamba that co-designs the quantization algorithm and FPGA accelerator …”
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3243
From Euler to AI: Unifying Formulas for Mathematical Constants
Veröffentlicht 2025Inhaltsangabe: “… formulas. Our system combines Large Language Models (LLMs) for systematic formula harvesting, an LLM-code …”
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3244
Discrete Codebook World Models for Continuous Control
Veröffentlicht 2025Inhaltsangabe: “… are codes from a codebook. We combine DCWM with decision-time planning to get our model-based RL algorithm …”
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3245
SparseMamba-PCL: Scribble-Supervised Medical Image Segmentation via SAM-Guided Progressive Collaborative Learning
Veröffentlicht 2025Inhaltsangabe: “… Learning framework that leverages novel algorithms and the Med-SAM foundation model to enhance information …”
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3246
ARMOR: Empowering Multimodal Understanding Model with Interleaved Multimodal Generation Capability
Veröffentlicht 2025Inhaltsangabe: “… is collected for fine-tuning MLLMs. (3) For the training algorithm, we propose a ``what or how to generate …”
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3247
Efficient Bayesian Computation Using Plug-and-Play Priors for Poisson Inverse Problems
Veröffentlicht 2025Inhaltsangabe: “… problems involving weakly informative Poisson data. Existing PnP Langevin algorithms are not well-suited …”
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3248
Exploring a Principled Framework for Deep Subspace Clustering
Veröffentlicht 2025Inhaltsangabe: “… subspace clustering algorithms attempt to jointly learn UoS representations and self-expressive …”
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3249
An Efficient Reservation Protocol for Medium Access: When Tree Splitting Meets Reinforcement Learning
Veröffentlicht 2025Inhaltsangabe: “… decision process or reinforcement learning (RL). The RL-empowered tree-splitting algorithm guarantees …”
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3250
WaveNet-Volterra Neural Networks for Active Noise Control: A Fully Causal Approach
Veröffentlicht 2025Inhaltsangabe: “… the performance of traditional adaptive filters. While deep learning-based ANC algorithms have emerged to address …”
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3251
GPU-accelerated Evolutionary Many-objective Optimization Using Tensorized NSGA-III
Veröffentlicht 2025Inhaltsangabe: “… NSGA-III is one of the most widely adopted algorithms for tackling many-objective optimization …”
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3252
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image Attribution
Veröffentlicht 2025Inhaltsangabe: “… propose LoRA eXpandable Networks (LoRAX), a parameter-efficient class incremental algorithm that adapts …”
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3253
Roll the dice & look before you leap: Going beyond the creative limits of next-token prediction
Veröffentlicht 2025Inhaltsangabe: “… of the code available under https://github.com/chenwu98/algorithmic-creativity …”
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3254
Blending 3D Geometry and Machine Learning for Multi-View Stereopsis
Veröffentlicht 2025Inhaltsangabe: “… consistency constraints. In contrast, modern learning-based algorithms often rely on the plane sweep algorithm …”
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3255
PIRATES -- a machine-learning framework for polarized, interferometric image reconstruction
Veröffentlicht 2025Inhaltsangabe: “… usually relies on heavy regularization for convergence. Conventional algorithms regularize in the pixel …”
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3256
Cooperative Bargaining Games Without Utilities: Mediated Solutions from Direction Oracles
Veröffentlicht 2025Inhaltsangabe: “… in the decision space. To this end, we propose a cooperative bargaining algorithm where a mediator has access …”
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3257
Deep Koopman operator framework for causal discovery in nonlinear dynamical systems
Veröffentlicht 2025Inhaltsangabe: “… We use a deep Koopman operator-theoretic formalism to develop a novel causal discovery algorithm …”
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3258
Stochastic Forward-Forward Learning through Representational Dimensionality Compression
Veröffentlicht 2025Inhaltsangabe: “… The Forward-Forward (FF) learning algorithm provides a bottom-up alternative to backpropagation (BP …”
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3259
Scalable and adaptive prediction bands with kernel sum-of-squares
Veröffentlicht 2025Inhaltsangabe: “… semidefinite programming algorithms. Second, we introduce a new hyperparameter tuning strategy tailored …”
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3260
Towards Universal Offline Black-Box Optimization via Learning Language Model Embeddings
Veröffentlicht 2025Inhaltsangabe: “… overcome traditional barriers in universal BBO, paving the way for general-purpose BBO algorithms. The code …”
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