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Attention Mechanism

150 papers

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Papers

Exploring Attention Attractors in Large Language Models ACL 2026
LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification ACL 2026
Native Hybrid Attention for Efficient Sequence Modeling ACL 2026
EventWeave: A Dynamic Framework for Capturing Core and Supporting Events in Dialogue Systems ACL 2026
Thermometer of Thoughts: Enhancing LLM’s Exploration via Attention Temperature Modulation ACL 2026
Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models ACL 2026
Evolving Sparsity: Leveraging Token Importance Dynamics for Efficient LLM Decoding with Sparse Attention ACL 2026
Single-Pass, Depth-Selective Reading for Multi-Aspect Sentiment Analysis ACL 2026
MATCH: Modulating Attention via In-Context Retrieval for Long-Context Transformers ACL 2026
Robertha: Eigenspectrum Regularized Attention for Robust Natural Language Understanding ACL 2026
BiMind: A Dual-Head Reasoning Model with Attention-Geometry Adapter for Incorrect Information Detection ACL 2026
Text-to-Distribution Prediction with Quantile Tokens and Neighbor Context ACL 2026
Threshold Differential Attention for Sink-Free, Ultra-Sparse, and Non-Dispersive Language Modeling ACL 2026
Attention as Selector: Unlocking VLM Attention for Long Document Page Retrieval ACL 2026
From Logical to Computational Sparsity: Structure-Aware Block-Sparse Attention for Long-Code Completion ACL 2026
Stability Implies Redundancy: Delta Attention Selective Halting for Efficient Long-Context Prefilling ACL 2026
Attention Weights as an Indicator: Analyzing and Improving Document Utilization in Retrieval-Augmented Generation ACL 2026
Latent Attention Denoising: A Training-Free Energy-Based Framework for Mitigating Hallucinations in Vision-Language Models ACL 2026
ART: Attention Replacement Technique to Improve Factuality in LLMs ACL 2026
Gated Tree Cross-Attention for Checkpoint-Compatible Syntax Injection in Decoder-Only LLMs ACL 2026
LazyEviction: Lagged KV Eviction with Attention Pattern Observation for Efficient Long Reasoning ACL 2026
Mitigating Tokenization-Induced Distance Distortion in Long-Context Multilingual Machine Translation ACL 2026
Characterizing the Expressivity of Local Attention in Transformers ACL 2026
REAL: REtrieval-reAsoning and Logic-constructed Attention Behaviors for Long-Context KV Cache Compression ACL 2026
Beyond Fully Random Masking: Attention-Guided Denoising and Optimization for Diffusion Language Models ACL 2026