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Papers
OmniKV: Dynamic Context Selection for Efficient Long-Context LLMs
ICLR 2025
Prepacking: A Simple Method for Fast Prefilling and Increased Throughput in Large Language Models
AISTATS 2025
PRISM: Efficient Long-Range Reasoning With Short-Context LLMs
EMNLP 2025
RaaS: Reasoning-Aware Attention Sparsity for Efficient LLM Reasoning
ACL 2025
RobustKV: Defending Large Language Models against Jailbreak Attacks via KV Eviction
ICLR 2025
Round Attention: A Novel Round-Level Attention Mechanism to Accelerate LLM Inference
ACML 2025
SCBench: A KV Cache-Centric Analysis of Long-Context Methods
ICLR 2025
SCOPE: Optimizing Key-Value Cache Compression in Long-context Generation
ACL 2025
ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference
ICML 2025
SpeCache: Speculative Key-Value Caching for Efficient Generation of LLMs
ICML 2025
Squeezed Attention: Accelerating Long Context Length LLM Inference
ACL 2025
Streamlining the Collaborative Chain of Models into A Single Forward Pass in Generation-Based Tasks
ACL 2025
ThinK: Thinner Key Cache by Query-Driven Pruning
ICLR 2025
TidalDecode: Fast and Accurate LLM Decoding with Position Persistent Sparse Attention
ICLR 2025
Training Free Exponential Context Extension via Cascading KV Cache
ICLR 2025
TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text
EMNLP 2025
When Attention Sink Emerges in Language Models: An Empirical View
ICLR 2025
ZipVL: Accelerating Vision-Language Models through Dynamic Token Sparsity
ICCV 2025
ArkVale: Efficient Generative LLM Inference with Recallable Key-Value Eviction
NeurIPS 2024
Block Transformer: Global-to-Local Language Modeling for Fast Inference
NeurIPS 2024
ChunkAttention: Efficient Self-Attention with Prefix-Aware KV Cache and Two-Phase Partition
ACL 2024
CItruS: Chunked Instruction-aware State Eviction for Long Sequence Modeling
EMNLP 2024
Compressed Context Memory for Online Language Model Interaction
ICLR 2024
Efficient Test-Time Adaptation of Vision-Language Models
CVPR 2024
Get More with LESS: Synthesizing Recurrence with KV Cache Compression for Efficient LLM Inference
ICML 2024