Papers
A Unified Convergence Analysis for Semi-Decentralized Learning: Sampled-to-Sampled vs. Sampled-to-All Communication
Angelo Rodio, Giovanni Neglia, Zheng Chen et al.
GCL-OT: Graph Contrastive Learning with Optimal Transport for Heterophilic Text-Attributed Graphs
Yating Ren, Yikun Ban, Huobin Tan
BitDP: Ultra-low-bit Communication for Data Parallelism in LLM Training
Xiaozhe Ren, Qiong Luo
Discrete Structure Augmentation for Graph Convolutional Networks
Jianxin Ren, Weining Wu
LexInstructEval: Lexical Instruction Following Evaluation for Large Language Models
Huimin Ren, Yan Liang, Baiqiao Su et al.
TimeCAP: A Channel-Aware Pre-Training Framework for Multivariate Time Series Forecasting
Chuanru Ren, Yao Lu, Tianjin Huang et al.
ShapBPT: Image Feature Attributions Using Data-Aware Binary Partition Trees
Muhammad Rashid, Elvio G. Amparore, Enrico Ferrari et al.
Compensating Distribution Drifts in Continual Learning with Pre-trained Vision Transformers
Xuan Rao, Simian Xu, Zheng Li et al.
Catastrophic Forgetting in Kolmogorov-Arnold Networks
Mohammad Marufur Rahman, Guanchu Wang, Kaixiong Zhou et al.
On the Calibration of Image Semi-Supervised Learning Models
Mehrab Mustafy Rahman, Jayanth Mohan, Tiberiu Sosea et al.
QAPNet: A Quantum-Attentive Patchwise Network for Robust Medical Image Classification Under Noisy Inputs
Maqsudur Rahman, Jun Zhuang
PANDA – Patch and Distribution-Aware Augmentation for Long-Tailed Exemplar-Free Continual Learning
Siddeshwar Raghavan, Jiangpeng He, Fengqing Zhu
MoE^2: A Mixture-of-Mixtures of Experts for Ensemble-Free Domain Generalization
Ahmed Radwan, Mahmoud Soliman, Omar Abdelaziz et al.
Unsupervised Combinatorial Probabilistic Reasoning: Probabilistic Coin Change Problem
Zhongdi Qu, Yingheng Wang, Utku Umur Acikalin et al.
Exploiting Geometric Structures for Modeling Multi-Agent Behaviors: A New Thinking
Bohao Qu, Xiaofeng Cao, Bing Li et al.
Inverse Optimal Transport for Efficient Adaptation of Vision-Language Models
Shupeng Qiu, Chuan-Xian Ren
LPPG-RL: Lexicographically Projected Policy Gradient Reinforcement Learning with Subproblem Exploration
Ruiyu Qiu, Rui Wang, Guanghui Yang et al.
Decentralized Online Convex Optimization with Unknown Feedback Delays
Hao Qiu, Mengxiao Zhang, Juliette Achddou
Parameter Merging with Gradient-Guided Supermasks in Online Continual Learning
Benliu Qiu, Heqian Qiu, Lanxiao Wang et al.
Head-Aware KV Cache Compression for Efficient Visual Autoregressive Modeling
Ziran Qin, Youru Lv, Mingbao Lin et al.
HumanSense: From Multimodal Perception to Empathetic Context-Aware Responses Through Reasoning MLLMs
Zheng Qin, Ruobing Zheng, Yabing Wang et al.
Robust Semi-paired Multimodal Learning for Cross-modal Retrieval
Yang Qin, Yuan Sun, Xi Peng et al.
Multi-view Learning via Trusted Pairwise Entity Energy
Yalan Qin, Guorui Feng, Xinpeng Zhang
Beyond Missing Data Imputation: Information-Theoretic Coupling of Missingness and Class Imbalance for Optimal Irregular Time Series Classification
Xin Qin, Mengna Liu, Wenjie Wang et al.
Beyond Binary Erasure: Soft-Weighted Unlearning for Fairness and Robustness
Xinbao Qiao, Ningning Ding, Yushi Cheng et al.