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From the 23 of 733 papers with an AI index.

most citedDeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

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cs.LG2026

Beyond Independent Manipulation: Individual Fairness-aware Strategic Classification with Peer Imitation

Xinpeng Lv, Chunyuan Zheng, Yunxin Mao +9

Strategic classification (SC) investigates scenarios where agents manipulate their features to obtain favorable decisions from predictive models. Existing fairness-aware SC approac…

cs.LG2026

FISHER: A Foundation Model for Multi-Modal Industrial Signal Comprehensive Representation

Pingyi Fan, Anbai Jiang, Shuwei Zhang +9

Industrial signal analysis is hindered by severe data heterogeneity, which we characterize as the M5 problem. Existing solutions rely on specialized models that lack robustness and…

cs.LG2026

Bridge the Gaps: Heterogeneous Attributed Graph Clustering via Quaternion Representation Learning

Xinxi Chen, Junyang Chen, Yiqun Zhang +2

Attributed graph clustering partitions nodes by jointly exploiting node attributes and graph topology. It remains challenging due to attribute heterogeneity and representation degr…

cs.LG2026

When Hard Negatives Hurt: Bridging the Generative-Discriminative Gap in Hard Negative Synthesis for Retrieval

Zhicheng Zhang, Jiwei Tang, Kuicai Dong +9

Hard negative mining has become the dominant strategy for training retrievers, yet it faces intrinsic limitations: negatives are bounded by corpus availability, selected by retriev…

cs.LG202675 cited

Towards Accurate Model Selection in Deep Unsupervised Domain Adaptation

Kaichao You, Ximei Wang, Mingsheng Long +1

Deep unsupervised domain adaptation (Deep UDA) methods successfully leverage rich labeled data in a source domain to boost the performance on related but unlabeled data in a target…

cs.LG2026

Learning Laplacian Eigenspace with Mass-Aware Neural Operators on Point Clouds

Zherui Yang, Tao Du, Ligang Liu

The eigendecomposition of the Laplace--Beltrami Operator (LBO) is fundamental to geometric analysis, yet computing its low-frequency eigenmodes remains a significant bottleneck due…