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Rethinking Metrics and Benchmarks of Video Anomaly Detection by Liu, Zihao, Wu, Xiaoyu, Li, Wenna, Yang, Linlin, Wang, Shengjin

Table of Contents: “… the capability to evaluate scene overfitting of fully/weakly-supervised algorithms. To address these limitations…”
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Extremum Flow Matching for Offline Goal Conditioned Reinforcement Learning by Rouxel, Quentin, Donoso, Clemente, Chen, Fei, Ivaldi, Serena, Mouret, Jean-Baptiste

Table of Contents: “… imitation and reinforcement learning algorithms based on Flow Matching, where policies are conditioned…”
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Efficient Deconvolution in Populational Inverse Problems by Vadeboncoeur, Arnaud, Girolami, Mark, Stuart, Andrew M.

Table of Contents: “… observational noise. This coupled problem is addressed with a modified gradient descent algorithm that leverages…”
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Mass-Zero constrained molecular dynamics for electrostatic interactions by Troni, Federica, Grassano, Davide, Narayan, Jayashree, Roux, Benoît, Bonella, Sara

Table of Contents: “… and scalable coding of real-space approaches to solve the Poisson equation on a grid is an active field…”
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Beyond Markovian: Reflective Exploration via Bayes-Adaptive RL for LLM Reasoning by Zhang, Shenao, Wang, Yaqing, Liu, Yinxiao, Liu, Tianqi, Grabowski, Peter, Ie, Eugene, Wang, Zhaoran, Li, Yunxuan

Table of Contents: “… incentivize information-gathering actions and induce self-reflection behaviors. Our resulting algorithm, BARL…”
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Voronoi-grid-based Pareto Front Learning and Its Application to Collaborative Federated Learning by Chen, Mengmeng, Wu, Xiaohu, Liu, Qiqi, He, Tiantian, Ong, Yew-Soon, Jin, Yaochu, Lao, Qicheng, Yu, Han

Table of Contents: “…-HVVS, which decomposes the design space into Voronoi grids and deploys a genetic algorithm (GA…”
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Semi-supervised Clustering Through Representation Learning of Large-scale EHR Data by Wang, Linshanshan, Li, Mengyan, Xia, Zongqi, Liu, Molei, Cai, Tianxi

Table of Contents: “… employs a Poisson-Adapted Latent factor Mixture (PALM) Model with pre-trained code embeddings…”
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Do you see what I see? An Ambiguous Optical Illusion Dataset exposing limitations of Explainable AI by Newen, Carina, Hinkamp, Luca, Ntonti, Maria, Müller, Emmanuel

Table of Contents: “… of machine learning algorithms, particularly in safety-critical domains such as autonomous driving or medical…”
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A*-Thought: Efficient Reasoning via Bidirectional Compression for Low-Resource Settings by Xu, Xiaoang, Wang, Shuo, Han, Xu, Liu, Zhenghao, Wu, Huijia, Li, Peipei, Liu, Zhiyuan, Sun, Maosong, He, Zhaofeng

Table of Contents: “…* search algorithm with a cost function specific to the reasoning path, it can efficiently compress…”
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Rapid and accurate numerical evolution of linear cosmological perturbations with non-cold relics by Lee, Nanoom, Bernal, José Luis, Günther, Sven, Ji, Lingyuan, Kamionkowski, Marc

Table of Contents: “… develop efficient algorithms for evaluating these convolutions using non-uniform fast Fourier transforms…”
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MISLEADER: Defending against Model Extraction with Ensembles of Distilled Models by Cheng, Xueqi, Zheng, Minxing, Zhu, Shixiang, Dong, Yushun

Table of Contents: “… algorithm and derive theoretical error bounds to characterize defense effectiveness. Extensive experiments…”
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BPO: Revisiting Preference Modeling in Direct Preference Optimization by Sun, Lin, Liu, Chuang, Liu, Peng, Li, Bingyang, Lu, Weijia, Wu, Ning

Table of Contents: “…%) on the same model. Remarkably, our algorithm requires only a single line of code modification, making…”
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Through-the-Wall Radar Human Activity Recognition WITHOUT Using Neural Networks by Gao, Weicheng

Table of Contents: “… algorithm to obtain the recognition results. The effectiveness of the proposed method is demonstrated…”
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A Modular Haptic Display with Reconfigurable Signals for Personalized Information Transfer by Valdivia, Antonio Alvarez, Christie, Benjamin A., Losey, Dylan P., Blumenschein, Laura H.

Table of Contents: “…-theoretic algorithm to personalize feedback for different users and tasks. Our platform features modular…”
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Semantics-aware Predictive Inspection Path Planning by Dharmadhikari, Mihir, Alexis, Kostas

Table of Contents: “… contribute an algorithm that identifies spatially repeating patterns of semantics - exact or inexact - in a…”
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Human-assisted Robotic Policy Refinement via Action Preference Optimization by Xia, Wenke, Yang, Yichu, Wu, Hongtao, Ma, Xiao, Kong, Tao, Hu, Di

Table of Contents: “… an adaptive reweighting algorithm with binary desirability signals derived from interaction, empowering VLA…”
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Learned Off-Grid Imager for Low-Altitude Economy with Cooperative ISAC Network by Huang, Yixuan, Yang, Jie, Xia, Shuqiang, Wen, Chao-Kai, Jin, Shi

Table of Contents: “…-altitude surveillance framework. The proposed physicsembedded learning algorithm achieves a 97.55…”
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Context-aware TFL: A Universal Context-aware Contrastive Learning Framework for Temporal Forgery Localization by Yin, Qilin, Lu, Wei, Luo, Xiangyang, Cao, Xiaochun

Table of Contents: “… coding is introduced to further push the limit of instant feature distinguishability between genuine…”
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LLM-as-a-qualitative-judge: automating error analysis in natural language generation by Chirkova, Nadezhda, Ajayi, Tunde Oluwaseyi, Aycock, Seth, Mujahid, Zain Muhammad, Perlić, Vladana, Borisova, Ekaterina, Vartampetian, Markarit

Table of Contents: “… algorithm. We also introduce a strategy for evaluating the proposed approach, coupled with ~300 annotations…”
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Symmetric quantum states: a review of recent progress by Marconi, Carlo, Müller-Rigat, Guillem, Romero-Pallejà, Jordi, Tura, Jordi, Sanpera, Anna

Table of Contents: “… metrology, highlight their use in quantum error correction codes, and examine their contribution…”
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