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Papers
CommitMoE: Efficient Fallback-Free MoE Inference with Offloading Under GPU Memory Constraints
AAAI 2026
EHL*: Memory-Budgeted Indexing for Ultrafast Optimal Euclidean Pathfinding
AAAI 2026
OmniSparse: Training-Aware Fine-Grained Sparse Attention for Long-Video MLLMs
AAAI 2026
PagedEviction: Structured Block-wise KV Cache Pruning for Efficient Large Language Model Inference
EACL 2026
Sparse-dLLM: Accelerating Diffusion LLMs with Dynamic Cache Eviction
AAAI 2026
Thesis Proposal: Efficient KV Cache Reuse for Multi-Document Retrieval-Augmented Generation
EACL 2026
D_2O: Dynamic Discriminative Operations for Efficient Long-Context Inference of Large Language Models
ICLR 2025
500xCompressor: Generalized Prompt Compression for Large Language Models
ACL 2025
Accurate KV Cache Quantization with Outlier Tokens Tracing
ACL 2025
AtomNet: Designing Tiny Models from Operators Under Extreme MCU Constraints
AAAI 2025
A Training-Free Sub-quadratic Cost Transformer Model Serving Framework with Hierarchically Pruned Attention
ICLR 2025
Attractor-based Closed List Search: Sparsifying the Closed List for Efficient Memory-Constrained Planning
IJCAI 2025
A-VL: Adaptive Attention for Large Vision-Language Models
AAAI 2025
Breaking the Memory Barrier of Contrastive Loss via Tile-Based Strategy
CVPR 2025
CAKE: Cascading and Adaptive KV Cache Eviction with Layer Preferences
ICLR 2025
Cost-Effective On-Device Sequential Recommendation with Spiking Neural Networks
IJCAI 2025
Cost-Optimal Grouped-Query Attention for Long-Context Modeling
EMNLP 2025
Cut Your Losses in Large-Vocabulary Language Models
ICLR 2025
Efficient Inference for Large Language Models –Algorithm, Model, and System
EMNLP 2025
Efficient Training of Neural Fractional-Order Differential Equation via Adjoint Backpropagation
AAAI 2025
FlashRNN: I/O-Aware Optimization of Traditional RNNs on modern hardware
ICLR 2025
FlexGS: Train Once, Deploy Everywhere with Many-in-One Flexible 3D Gaussian Splatting
CVPR 2025
LeanK: Learnable K Cache Channel Pruning for Efficient Decoding
EMNLP 2025
Learning Hierarchical Line Buffer for Image Processing
ICCV 2025
LightThinker: Thinking Step-by-Step Compression
EMNLP 2025