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1961
Assessing and Enhancing Graph Neural Networks for Combinatorial Optimization: Novel Approaches and Application in Maximum Independent Set Problems
Veröffentlicht 2024Inhaltsangabe: “… compared to the greedy algorithm, for instance. We reproduced Schuetz' Quadratic Unconstrained Binary …”
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1962
An Approach Towards Learning K-means-friendly Deep Latent Representation
Veröffentlicht 2024Inhaltsangabe: “… , the encoder in AE's learns to extract useful features that get decoded at the reconstruction end. A well-known …”
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1963
A Semantic Communication System for Real-time 3D Reconstruction Tasks
Veröffentlicht 2024Inhaltsangabe: “… mapping tasks with limited-resource mobile devices. Specifically, we design an encoding-decoding semantic …”
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1964
ClusterKV: Manipulating LLM KV Cache in Semantic Space for Recallable Compression
Veröffentlicht 2024Inhaltsangabe: “… at the granularity of semantic clusters. We design and implement efficient algorithms and systems for clustering …”
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1965
High-Dimensional Bayesian Optimization via Random Projection of Manifold Subspaces
Veröffentlicht 2024Inhaltsangabe: “… works usually use an encode-decoder framework which is either computationally expensive or susceptible …”
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1966
Learning Motion and Temporal Cues for Unsupervised Video Object Segmentation
Veröffentlicht 2025Inhaltsangabe: “… ) by proposing an efficient algorithm, termed MTNet, which concurrently exploits motion and temporal cues. Unlike …”
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1967
Disentangling stellar atmospheric parameters in astronomical spectra using Generative Adversarial Neural Networks
Veröffentlicht 2025Inhaltsangabe: “… decoder which transform input data into a low-dimensional representation known as latent space. It also …”
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1968
Heterogeneous Swarms: Jointly Optimizing Model Roles and Weights for Multi-LLM Systems
Veröffentlicht 2025Inhaltsangabe: “… We propose Heterogeneous Swarms, an algorithm to design multi-LLM systems by jointly optimizing …”
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1969
GigaSLAM: Large-Scale Monocular SLAM with Hierarchical Gaussian Splats
Veröffentlicht 2025Inhaltsangabe: “… hierarchical sparse voxel map representation, where Gaussians are decoded by neural networks at multiple levels …”
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1970
Reducing the Communication of Distributed Model Predictive Control: Autoencoders and Formation Control
Veröffentlicht 2025Inhaltsangabe: “… is reduced by the encoder part of the autoencoder prior to communication and reconstructed by the decoder …”
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1971
MineWorld: a Real-Time and Open-Source Interactive World Model on Minecraft
Veröffentlicht 2025Inhaltsangabe: “… . In inference, we develop a novel parallel decoding algorithm that predicts the spatial redundant tokens in each …”
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1972
STCL:Curriculum learning Strategies for deep learning image steganography models
Veröffentlicht 2025Inhaltsangabe: “… multiple algorithmic frameworks, which not only has a high PSNR, SSIM score, and decoding accuracy …”
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1973
Step1X-Edit: A Practical Framework for General Image Editing
Veröffentlicht 2025Inhaltsangabe: “… manipulation. However, there is still a large gap between the open-source algorithm with these closed-source …”
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1974
Modeling and Performance Analysis for Semantic Communications Based on Empirical Results
Veröffentlicht 2025Inhaltsangabe: “… Due to the black-box characteristics of deep learning based semantic encoders and decoders, finding …”
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1975
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture
Veröffentlicht 2025Inhaltsangabe: “… struggle with combinations of degradations, such as haze and rain-streak. Few algorithms have been …”
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1976
MRGRP: Empowering Courier Route Prediction in Food Delivery Service with Multi-Relational Graph
Veröffentlicht 2025Inhaltsangabe: “… introduce a route decoder that leverages courier information and dynamic distance and time contexts …”
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1977
TrimR: Verifier-based Training-Free Thinking Compression for Efficient Test-Time Scaling
Veröffentlicht 2025Inhaltsangabe: “… , but they incur significant decoding overhead. A key inefficiency source is LRMs often generate redundant thinking …”
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1978
Continuous Chain of Thought Enables Parallel Exploration and Reasoning
Veröffentlicht 2025Inhaltsangabe: “… provides new theoretical guarantees and algorithms for CoT2, motivated by logical reasoning tasks …”
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1979
GP-MoLFormer-Sim: Test Time Molecular Optimization through Contextual Similarity Guidance
Veröffentlicht 2025Inhaltsangabe: “… of the decoding process, the method tracks the distance of the current generations from the target and updates …”
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1980
TransGI: Real-Time Dynamic Global Illumination With Object-Centric Neural Transfer Model
Veröffentlicht 2025Inhaltsangabe: “… Neural rendering algorithms have revolutionized computer graphics, yet their impact on real-time …”
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