Papers
Beyond Detection: Exploring Evidence-based Multi-Agent Debate for Misinformation Intervention and Persuasion
Chen Han, Yijia Ma, Jin Tan et al.
Beyond Diffusion: Consistency Models for One-Step, High-Fidelity MRI Reconstruction
Mary-Brenda Akoda, Chen Qin
Beyond Discrepancy: A Closer Look at the Theory of Distribution Shift
Robi Bhattacharjee, Nicholas Rittler, Kamalika Chaudhuri
Beyond Discrete Search: Divergent Thinking as Intention Optimization in Latent Space
Mateusz Bystroński, Grzegorz Piotrowski, Tomasz Jan Kajdanowicz
Beyond Divergent Creativity: A Human-Based Evaluation of Creativity in Large Language Models
Kumiko Nakajima, Jan Zuiderveld, Sandro Pezzelle
Beyond End-to-End: Dynamic Chain Optimization for Private LLM Adaptation on the Edge
Yebo Wu, Jingguang Li, Chunlin Tian et al.
Beyond Euclidean Assumptions: Geometry-Aware Adaptive Routing for Remote Sensing Segmentation
Jie Qiu, Dizuo Cao, Linwei Dai et al.
Beyond Examples: Towards Automated Thought-level In-Context Reasoning for Large Language Models
Jinyang Wu, Mingkuan Feng, Shuai Zhang et al.
Beyond Experience Retrieval: Learning to Generate Utility-Optimized Structured Experience for Frozen LLMs
Xuancheng Li, Haitao Li, Yujia Zhou et al.
Beyond Explicit Refusals: Soft-Failure Attacks on Retrieval-Augmented Generation
Wentao Zhang, Yan Zhuang, ZhuHang Zheng et al.
Beyond Faces: A Multimodal Person Clustering for Unconstrained Environments
Sahngmin Yoo, Sangwon Lee, Seongin Jo
Beyond Fact Retrieval: Episodic Memory for RAG with Generative Semantic Workspaces
Shreyas Rajesh, Pavan Holur, Chenda Duan et al.
Beyond Fixed Depth: Adaptive Graph Neural Networks for Node Classification Under Varying Homophily
Asela Hevapathige, Asiri Wijesinghe, Ahad N. Zehmakan
Beyond Fixed Tasks: Unsupervised Environment Design for Task-Level Pairs
Daniel Furelos-Blanco, Charles Pert, Frederik Kelbel et al.
Beyond Fully Random Masking: Attention-Guided Denoising and Optimization for Diffusion Language Models
Jia Deng, Junyi Li, Xin Zhao et al.
Beyond Fully Supervised Pixel Annotations: Scribble-Driven Weakly-Supervised Framework for Image Manipulation Localization
Songlin Li, Guofeng Yu, Zhiqing Guo et al.
Beyond Graph Priors: A Co-Evolving Framework Under Uncertainty for Enterprise Resilience Assessment
Yanzhe Xie, Li Huang, Qiang Gao et al.
Beyond Grid Search: Leveraging Bayesian Optimization for Accelerating RAG Pipeline Optimization
Anum Afzal, Xueru Zheng, Florian Matthes
Beyond Hard Masks: Progressive Token Evolution for Diffusion Language Models
Linhao Zhong, Linyu Wu, Bozhen Fang et al.
Beyond "I Don’t Know": Evaluating LLM Self-Awareness in Discriminating Data and Model Uncertainty
Jingyi Ren, Ante Wang, Yunghwei Lai et al.
Beyond Illumination: Fine-Grained Detail Preservation in Extreme Dark Image Restoration
Tongshun Zhang, Pingping Liu, Zixuan Zhong et al.
Beyond Immediate Activation: Temporally Decoupled Backdoor Attacks on Time Series Forecasting
Zhixin Liu, Xuanlin Liu, Sihan Xu et al.
Beyond I’m Sorry, I Can’t: Dissecting Large-Language-Model Refusal
Nirmalendu Prakash, Yeo Wei Jie, Amir Abdullah et al.
Beyond Instruction Optimization: Multi-Agent Error-Driven Class Description Refinement for LLM-Based Classification
Hamvir Dev, Shivam Ratnakant Mhaskar, Sasanka Vutla et al.
Beyond Itinerary Planning—A Real-World Benchmark for Multi-Turn and Tool-Using Travel Tasks
Xiang Cheng, Yulan Hu, Xiangwen Zhang et al.