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Papers
FlashMask: Efficient and Rich Mask Extension of FlashAttention
ICLR 2025
FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference
ICLR 2025
Frequency-Aware Autoregressive Modeling for Efficient High-Resolution Image Synthesis
ICCV 2025
From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample Efficiency
ICLR 2025
GoLF-NRT: Integrating Global Context and Local Geometry for Few-Shot View Synthesis
CVPR 2025
HATA: Trainable and Hardware-Efficient Hash-Aware Top-k Attention for Scalable Large Model Inference
ACL 2025
INS: Interaction-aware Synthesis to Enhance Offline Multi-agent Reinforcement Learning
ICLR 2025
Iterative Sparse Attention for Long-sequence Recommendation
AAAI 2025
LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models
ICCV 2025
MalDetectFormer: Leveraging Sparse SpatioTemporal Information for Effective Malicious Traffic Detection
AAAI 2025
MMInference: Accelerating Pre-filling for Long-Context Visual Language Models via Modality-Aware Permutation Sparse Attention
ICML 2025
Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention
ACL 2025
PLADIS: Pushing the Limits of Attention in Diffusion Models at Inference Time by Leveraging Sparsity
ICCV 2025
SAMBLE: Shape-Specific Point Cloud Sampling for an Optimal Trade-Off Between Local Detail and Global Uniformity
CVPR 2025
SCENT: Robust Spatiotemporal Learning for Continuous Scientific Data via Scalable Conditioned Neural Fields
ICML 2025
SMamba: Sparse Mamba for Event-based Object Detection
AAAI 2025
SpargeAttention: Accurate and Training-free Sparse Attention Accelerating Any Model Inference
ICML 2025
Sparse-to-Dense: A Free Lunch for Lossless Acceleration of Video Understanding in LLMs
ACL 2025
SparseVILA: Decoupling Visual Sparsity for Efficient VLM Inference
ICCV 2025
SparX: A Sparse Cross-Layer Connection Mechanism for Hierarchical Vision Mamba and Transformer Networks
AAAI 2025
Squeezed Attention: Accelerating Long Context Length LLM Inference
ACL 2025
STCOcc: Sparse Spatial-Temporal Cascade Renovation for 3D Occupancy and Scene Flow Prediction
CVPR 2025
Structural Deep Encoding for Table Question Answering
ACL 2025
Text Compression for Efficient Language Generation
NAACL 2025
TidalDecode: Fast and Accurate LLM Decoding with Position Persistent Sparse Attention
ICLR 2025