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8201
PIPES: A Meta-dataset of Machine Learning Pipelines
Veröffentlicht 2025Inhaltsangabe: “… computational costs associated with evaluating various algorithms' performances on a given dataset. To mitigate …”
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8202
SAQ: Pushing the Limits of Vector Quantization through Code Adjustment and Dimension Segmentation
Veröffentlicht 2025Inhaltsangabe: “… . An efficient dynamic programming algorithm is developed to optimize dimension segmentation and bit allocation …”
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8203
Diffusion-Based Cross-Modal Feature Extraction for Multi-Label Classification
Veröffentlicht 2025Inhaltsangabe: “… for images (under DiT-XL/2-256$\times$256). We devise a heuristic local-search algorithm that pinpoints …”
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8204
Graph-based Clustering Revisited: A Relaxation of Kernel $k$-Means Perspective
Veröffentlicht 2025Inhaltsangabe: “… algorithm for their optimization. Extensive experiments validate the effectiveness of our approaches …”
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8205
FAST: Foreground-aware Diffusion with Accelerated Sampling Trajectory for Segmentation-oriented Anomaly Synthesis
Veröffentlicht 2025Inhaltsangabe: “… sampling algorithm specifically designed for segmentation-oriented industrial anomaly synthesis, which …”
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8206
Learning More with Less: A Dynamic Dual-Level Down-Sampling Framework for Efficient Policy Optimization
Veröffentlicht 2025Inhaltsangabe: “… and Llama3.1 demonstrate that integrating D$^3$S into advanced RL algorithms achieves state-of-the-art …”
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8207
ProxyAttn: Guided Sparse Attention via Representative Heads
Veröffentlicht 2025Inhaltsangabe: “… rates. In this work, we propose ProxyAttn, a training-free sparse attention algorithm that achieves more …”
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8208
Free Lunch Alignment of Text-to-Image Diffusion Models without Preference Image Pairs
Veröffentlicht 2025Inhaltsangabe: “… and compatible with existing preference-based algorithms. We extend both DPO and KTO to our setting, resulting …”
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8209
Refine Drugs, Don't Complete Them: Uniform-Source Discrete Flows for Fragment-Based Drug Discovery
Veröffentlicht 2025Inhaltsangabe: “… . For property and lead optimization, we propose a hybrid scheme that combines a genetic algorithm with a …”
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8210
Copy-Paste to Mitigate Large Language Model Hallucinations
Veröffentlicht 2025Inhaltsangabe: “… -Parameter Copying Capturing algorithm. Interestingly, this reveals that CopyPasteLLM recalibrates reliance …”
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8211
Quant-dLLM: Post-Training Extreme Low-Bit Quantization for Diffusion Large Language Models
Veröffentlicht 2025Inhaltsangabe: “… -order Quantizer (DAQ) that learns ultra-low-bit weight representations via an optimization algorithm …”
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8212
Destination-to-Chutes Task Mapping Optimization for Multi-Robot Coordination in Robotic Sorting Systems
Veröffentlicht 2025Inhaltsangabe: “… Diversity algorithms to analyze the throughput of a diverse set of task mappings. Our code is available …”
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8213
XRPO: Pushing the limits of GRPO with Targeted Exploration and Exploitation
Veröffentlicht 2025Inhaltsangabe: “… Reinforcement learning algorithms such as GRPO have driven recent advances in large language model …”
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8214
DeepPrune: Parallel Scaling without Inter-trace Redundancy
Veröffentlicht 2025Inhaltsangabe: “… 0.7072 AUROC on unseen reasoning models. Combined with an online greedy clustering algorithm …”
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8215
Improving Reasoning for Diffusion Language Models via Group Diffusion Policy Optimization
Veröffentlicht 2025Inhaltsangabe: “… new RL algorithm tailored for DLMs. GDPO leverages simple yet effective Semi-deterministic Monte Carlo …”
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8216
Non-Orthogonal Pilot Sequence Design for Multi-Cells Interference Networks
Veröffentlicht 2025Inhaltsangabe: “… -cell systems and the signature sequences in overloaded code-division multiple-access (CDMA) systems …”
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8217
REvolution: An Evolutionary Framework for RTL Generation driven by Large Language Models
Veröffentlicht 2025Inhaltsangabe: “… Large Language Models (LLMs) are used for Register-Transfer Level (RTL) code generation …”
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8218
Learning Reconfigurable Representations for Multimodal Federated Learning with Missing Data
Veröffentlicht 2025Inhaltsangabe: “… can be algorithmically aggregated across clients with similar data-missing patterns to enhance …”
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8219
Towards Personalized Treatment Plan: Geometrical Model-Agnostic Approach to Counterfactual Explanations
Veröffentlicht 2025Inhaltsangabe: “… algorithm generates decision boundary points on multiple orders of magnitude in the same given time when we …”
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8220
Mathematical exploration and discovery at scale
Veröffentlicht 2025Inhaltsangabe: “… AlphaEvolve (Novikov et al., 2025) is a generic evolutionary coding agent that combines …”
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