Papers
Beyond Semantics: How Temporal Biases Shapes Retrieval in Transformer and State-Space Models
Anooshka Bajaj, Deven Mahesh Mistry, Sahaj Singh Maini et al.
Beyond Sharpness: A Flatness Decomposition Framework for Efficient Continual Learning
Yanan Chen, Tieliang Gong, Yunjiao Zhang et al.
Beyond Sharpness: The Role of Nonuniformity in Generalization
Yingcong Zhou, Pingfan Wu, Li Wang et al.
Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing
Chun-Hsiao Yeh, Yilin Wang, Nanxuan Zhao et al.
Beyond Single-Point Perturbation: A Hierarchical, Manifold-Aware Approach to Diffusion Attacks
Zhijie Wang, Lin Wang, Zhenyu Wen et al.
Beyond Single Representations: Multi-Model Embedding Fusion for Stable Text Classification
Jiho Gwak, Yuchul Jung
Beyond Single-shot Writing: Deep Research Agents are Unreliable at Multi-turn Report Revision
Bingsen Chen, Boyan Li, Ping Nie et al.
Beyond Single-Speed Reasoning: Coordinating Fast and Slow Dynamics for Efficient World Modeling
Hongwei Wang, Yangru Huang, Guangyao Chen et al.
Beyond Single-Step Updates: Reinforcement Learning of Heuristics with Limited-Horizon Search
Gal Hadar, Forest Agostinelli, Shahaf S. Shperberg
Beyond Single Transactions: D-EMAML---Dual-Edge Motif Neural Networks for Enhanced Anti-Money Laundering Detection
Dongmei Han, Min Min, Yuchen Wang et al.
Beyond Single View: A Comprehensive Benchmark for Medical Multimodal Large Language Models on Multi-Image Understanding
Dexuan Xu, Yuan Jiayin, Jianing Wang et al.
Beyond Single-View Detection: A Dual-Space Reasoning Framework for Interpretable Harmful Meme Understanding
Wenqing Hou, Hongkui Tu, Ye Wang et al.
Beyond Single Words: MWE Identification in Bioinformatics Research Articles and Dispersion Profiling Across IMRaD
Jurgi Giraud, Andrew Gargett
BeyondSparse: Facilitating Mamba to Enhance Cross-Domain 3D Semantic Segmentation in Adverse Weather
Yao Wu, Mingwei Xing, Yachao Zhang et al.
Beyond Static Alignment: Adaptive Arbitration for Semantic Incongruence in Semi-Supervised Multimodal Sentiment Analysis
Huicong Li, Xiangbo Ji, Wei Wu
Beyond Static Artifacts: An Evolutionary Framework for Synthetic Claim Generation
Yeqing Teng, Jiasheng Si, Shuxia Lin et al.
Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation
Huije Lee, Jisu Shin, Hoyun Song et al.
Beyond Static Persona Consistency: Dynamic Persona Coherence in LLM Role-Playing
Yirui QI, Xiaoming Zhang, Ruilin Zeng et al.
Beyond Static: Related Questions Retrieval Through Conversations in Community Question Answering
Xiao Ao, Jie Zou, Yibiao Wei et al.
Beyond Step Pruning: Information Theory Based Step-level Optimization for Self-Refining Large Language Models
Jinman Zhao, Erxue Min, Hui Wu et al.
Beyond Superficial Forgetting: Thorough Unlearning Through Knowledge Density Estimation and Block Re-Insertion
Feng Guo, Yuntao Wen, Shen Gao et al.
Beyond Surface Features: Advancing Medical Vision-Language Alignment via Dynamic Evidence-Guided Preference Optimization
Zixuan Huang, Zhihong Zhu, Xiaolong Liu et al.
Beyond Surface-Level Detection: Towards Cognitive-Driven Defense Against Jailbreak Attacks via Meta-Operations Reasoning
Rui Pu, Chaozhuo Li, Rui Ha et al.
Beyond the Black Box: Demystifying Multi-Turn LLM Reasoning with VISTA
Yiran Zhang, Mingyang Lin, Mark Dras et al.
Beyond the Context Window: Scaling Agentic RL via End-to-end Optimized Context Compression
Miao Lu, Weiwei Sun, Weihua Du et al.