{"total":106,"rows":[{"id":"2402.02750","title":"KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache","created":"2024-02-05","cited_by_count":637,"area":"inference"},{"id":"2401.18079","title":"KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization","created":"2024-01-31","cited_by_count":591,"area":"inference"},{"id":"2403.02310","title":"Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve","created":"2024-03-04","cited_by_count":526,"area":"inference"},{"id":"2405.16406","title":"SpinQuant: LLM quantization with learned rotations","created":"2024-05-26","cited_by_count":471,"area":"inference"},{"id":"2406.02069","title":"PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling","created":"2024-06-04","cited_by_count":432,"area":"inference"},{"id":"2402.02057","title":"Break the Sequential Dependency of LLM Inference Using Lookahead Decoding","created":"2024-02-03","cited_by_count":298,"area":"inference"},{"id":"2407.11550","title":"Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference","created":"2024-07-16","cited_by_count":235,"area":"inference"},{"id":"2405.16444","title":"CacheBlend: Fast Large Language Model Serving for RAG with Cached Knowledge Fusion","created":"2024-05-26","cited_by_count":223,"area":"inference"},{"id":"2405.04532","title":"QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving","created":"2024-05-07","cited_by_count":208,"area":"inference"},{"id":"2410.10781","title":"When Attention Sink Emerges in Language Models: An Empirical View","created":"2024-10-14","cited_by_count":208,"area":"inference"},{"id":"2403.19708","title":"Cost-Efficient Large Language Model Serving for Multi-turn Conversations with CachedAttention","created":"2024-03-23","cited_by_count":163,"area":"inference"},{"id":"2312.04985","title":"SparQ Attention: Bandwidth-Efficient LLM Inference","created":"2023-12-08","cited_by_count":119,"area":"inference"},{"id":"2312.15234","title":"Towards Efficient Generative Large Language Model Serving: A Survey from Algorithms to Systems","created":"2023-12-23","cited_by_count":102,"area":"inference"},{"id":"2404.11912","title":"TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding","created":"2024-04-18","cited_by_count":102,"area":"inference"},{"id":"2405.14256","title":"ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token Identification","created":"2024-05-23","cited_by_count":93,"area":"inference"},{"id":"2405.03917","title":"KV Cache is 1 Bit Per Channel: Efficient Large Language Model Inference with Coupled Quantization","created":"2024-05-07","cited_by_count":76,"area":"inference"},{"id":"2408.12320","title":"TensorOpera Router: A Multi-Model Router for Efficient LLM Inference","created":"2024-08-22","cited_by_count":60,"area":"inference"},{"id":"2404.18911","title":"Kangaroo: Lossless Self-Speculative Decoding via Double Early Exiting","created":"2024-04-29","cited_by_count":58,"area":"inference"},{"id":"2503.12491","title":"CAKE: Cascading and Adaptive KV Cache Eviction with Layer Preferences","created":"2025-03-16","cited_by_count":58,"area":"inference"},{"id":"2502.14051","title":"RocketKV: Accelerating Long-Context LLM Inference via Two-Stage KV Cache Compression","created":"2025-02-19","cited_by_count":41,"area":"inference"},{"id":"2502.14866","title":"LServe: Efficient Long-sequence LLM Serving with Unified Sparse Attention","created":"2025-02-20","cited_by_count":41,"area":"inference"},{"id":"2502.04420","title":"KVTuner: Sensitivity-Aware Layer-Wise Mixed-Precision KV Cache Quantization for Efficient and Nearly Lossless LLM Inference","created":"2025-02-06","cited_by_count":40,"area":"inference"},{"id":"2410.04466","title":"Large Language Model Inference Acceleration: A Comprehensive Hardware Perspective","created":"2024-10-06","cited_by_count":38,"area":"inference"},{"id":"2406.02657","title":"Block Transformer: Global-to-Local Language Modeling for Fast Inference","created":"2024-06-04","cited_by_count":32,"area":"inference"},{"id":"2406.13035","title":"D2O: Dynamic Discriminative Operations for Efficient Long-Context Inference of Large Language Models","created":"2024-06-18","cited_by_count":31,"area":"inference"},{"id":"2506.18879","title":"CommVQ: Commutative Vector Quantization for KV Cache Compression","created":"2025-06-23","cited_by_count":28,"area":"inference"},{"id":"2402.14160","title":"Recursive Speculative Decoding: Accelerating LLM Inference via Sampling Without Replacement","created":"2024-02-21","cited_by_count":27,"area":"inference"},{"id":"2502.03805","title":"CriticalKV: Optimizing KV Cache Eviction from an Output Perturbation Perspective","created":"2025-02-06","cited_by_count":26,"area":"inference"},{"id":"2404.04793","title":"SqueezeAttention: 2D Management of KV-Cache in LLM Inference via Layer-wise Optimal Budget","created":"2024-04-07","cited_by_count":23,"area":"inference"},{"id":"2502.00791","title":"Vision-centric Token Compression in Large Language Model","created":"2025-02-02","cited_by_count":21,"area":"inference"},{"id":"2504.19449","title":"R-Sparse: Rank-Aware Activation Sparsity for Efficient LLM Inference","created":"2025-04-28","cited_by_count":21,"area":"inference"},{"id":"2412.00061","title":"Speculative Decoding with CTC-based Draft Model for LLM Inference Acceleration","created":"2024-11-25","cited_by_count":15,"area":"inference"},{"id":"2504.08242","title":"Jupiter: Fast and Resource-Efficient Collaborative Inference of Generative LLMs on Edge Devices","created":"2025-04-11","cited_by_count":15,"area":"inference"},{"id":"2510.13334","title":"Taming the Fragility of KV Cache Eviction in LLM Inference","created":"2025-10-15","cited_by_count":14,"area":"inference"},{"id":"2410.12876","title":"In-context KV-Cache Eviction for LLMs via Attention-Gate","created":"2024-10-15","cited_by_count":13,"area":"inference"},{"id":"2503.16980","title":"VQToken: Neural Discrete Token Representation Learning for Extreme Token Reduction in Video Large Language Models","created":"2025-03-21","cited_by_count":12,"area":"inference"},{"id":"2412.01380","title":"Efficient LLM Inference using Dynamic Input Pruning and Cache-Aware Masking","created":"2024-12-02","cited_by_count":11,"area":"inference"},{"id":"2501.01144","title":"BlockDialect: Block-wise Fine-grained Mixed Format Quantization for Energy-Efficient LLM Inference","created":"2025-01-02","cited_by_count":11,"area":"inference"},{"id":"2505.17052","title":"SpecEdge: Scalable Edge-Assisted Serving Framework for Interactive LLMs","created":"2025-05-16","cited_by_count":10,"area":"inference"},{"id":"2403.08312","title":"StreamingDialogue: Prolonged Dialogue Learning via Long Context Compression with Minimal Losses","created":"2024-03-13","cited_by_count":9,"area":"inference"},{"id":"2410.01485","title":"A Little Goes a Long Way: Efficient Long Context Training and Inference with Partial Contexts","created":"2024-10-02","cited_by_count":9,"area":"inference"},{"id":"2410.23079","title":"BUZZ: Beehive-structured Sparse KV Cache with Segmented Heavy Hitters for Efficient LLM Inference","created":"2024-10-30","cited_by_count":9,"area":"inference"},{"id":"2502.12574","title":"HeadInfer: Memory-Efficient LLM Inference by Head-wise Offloading","created":"2025-02-18","cited_by_count":9,"area":"inference"},{"id":"2507.14204","title":"LaCache: Ladder-Shaped KV Caching for Efficient Long-Context Modeling of Large Language Models","created":"2025-07-14","cited_by_count":9,"area":"inference"},{"id":"2605.08840","title":"ReST-KV: Robust KV Cache Eviction with Layer-wise Output Reconstruction and Spatial-Temporal Smoothing","created":"2026-05-09","cited_by_count":9,"area":"inference"},{"id":"2503.24000","title":"Rethinking Key-Value Cache Compression Techniques for Large Language Model Serving","created":"2025-03-31","cited_by_count":8,"area":"inference"},{"id":"2504.10724","title":"HELIOS: Adaptive Model And Early-Exit Selection for Efficient LLM Inference Serving","created":"2025-04-14","cited_by_count":8,"area":"inference"},{"id":"2507.03865","title":"OrthoRank: Token Selection via Sink Token Orthogonality for Efficient LLM inference","created":"2025-07-05","cited_by_count":8,"area":"inference"},{"id":"2404.15949","title":"CORM: Cache Optimization with Recent Message for Large Language Model Inference","created":"2024-04-24","cited_by_count":7,"area":"inference"},{"id":"2410.15704","title":"Residual vector quantization for KV cache compression in large language model","created":"2024-10-21","cited_by_count":7,"area":"inference"},{"id":"2504.04704","title":"LagKV: Lag-Relative Information of the KV Cache Tells Which Tokens Are Important","created":"2025-04-07","cited_by_count":7,"area":"inference"},{"id":"2505.22913","title":"Mustafar: Promoting Unstructured Sparsity for KV Cache Pruning in LLM Inference","created":"2025-05-28","cited_by_count":7,"area":"inference"},{"id":"2511.21702","title":"CSV-Decode: Certifiable Sub-Vocabulary Decoding for Efficient Large Language Model Inference","created":"2025-11-16","cited_by_count":7,"area":"inference"},{"id":"2606.06256","title":"RedKnot: Efficient Long-Context LLM Serving with Head-Aware KV Reuse and SegPagedAttention","created":"2026-06-04","cited_by_count":7,"area":"inference"},{"id":"2402.10076","title":"QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference","created":"2024-02-15","cited_by_count":6,"area":"inference"},{"id":"2602.08585","title":"Predicting Future Utility: Global Combinatorial Optimization for Task-Agnostic KV Cache Eviction","created":"2026-02-09","cited_by_count":6,"area":"inference"},{"id":"2412.20166","title":"PIMphony: Overcoming Bandwidth and Capacity Inefficiency in PIM-based Long-Context LLM Inference System","created":"2024-12-28","cited_by_count":5,"area":"inference"},{"id":"2501.15113","title":"Task-KV: Task-aware KV Cache Optimization via Semantic Differentiation of Attention Heads","created":"2025-01-25","cited_by_count":5,"area":"inference"},{"id":"2503.23294","title":"Cocktail: Chunk-Adaptive Mixed-Precision Quantization for Long-Context LLM Inference","created":"2025-03-30","cited_by_count":5,"area":"inference"},{"id":"2504.04514","title":"Saliency-driven Dynamic Token Pruning for Large Language Models","created":"2025-04-06","cited_by_count":5,"area":"inference"},{"id":"2603.14303","title":"SemantiCache: Efficient KV Cache Compression via Semantic Chunking and Clustered Merging","created":"2026-03-15","cited_by_count":5,"area":"inference"},{"id":"2603.17946","title":"CARE: Covariance-Aware and Rank-Enhanced Decomposition for Enabling Multi-Head Latent Attention","created":"2026-03-18","cited_by_count":5,"area":"inference"},{"id":"2605.08234","title":"When Does Value-Aware KV Eviction Help? A Fixed-Contract Diagnostic for Non-Monotone Cache Compression","created":"2026-05-07","cited_by_count":5,"area":"inference"},{"id":"2406.17808","title":"Training-Free Exponential Context Extension via Cascading KV Cache","created":"2024-06-24","cited_by_count":4,"area":"inference"},{"id":"2409.15012","title":"Inference-Friendly Models With MixAttention","created":"2024-09-23","cited_by_count":4,"area":"inference"},{"id":"2503.01330","title":"WeightedKV: Attention Scores Weighted Key-Value Cache Merging for Large Language Models","created":"2025-03-03","cited_by_count":4,"area":"inference"},{"id":"2503.04253","title":"ADOR: A Design Exploration Framework for LLM Serving with Enhanced Latency and Throughput","created":"2025-03-06","cited_by_count":4,"area":"inference"},{"id":"2508.10395","title":"XQuant: Breaking the Memory Wall for LLM Inference with KV Cache Rematerialization","created":"2025-08-14","cited_by_count":4,"area":"inference"},{"id":"2506.01215","title":"Compress, Gather, and Recompute: REFORMing Long-Context Processing in Transformers","created":"2025-06-01","cited_by_count":3,"area":"inference"},{"id":"2512.20210","title":"Predictive-LoRA: A Proactive and Fragmentation-Aware Serverless Inference System for LLMs","created":"2025-12-23","cited_by_count":3,"area":"inference"},{"id":"2602.23200","title":"InnerQ: Hardware-Aware Tuning-Free Quantization of KV Cache for Large Language Models","created":"2026-02-26","cited_by_count":3,"area":"inference"},{"id":"2605.24022","title":"Adaptive KV Cache Reuse for Fast Long-Context LLM Serving","created":"2026-05-20","cited_by_count":3,"area":"inference"},{"id":"2505.02380","title":"EntroLLM: Entropy Encoded Weight Compression for Efficient Large Language Model Inference on Edge Devices","created":"2025-05-05","cited_by_count":2,"area":"inference"},{"id":"2507.23035","title":"OASIS: Outlier-Aware LUT-Based GEMM with Dual-Side Quantization for LLM Inference Acceleration","created":"2025-07-30","cited_by_count":2,"area":"inference"},{"id":"2602.07721","title":"ParisKV: Fast and Drift-Robust KV-Cache Retrieval for Long-Context LLMs","created":"2026-02-07","cited_by_count":2,"area":"inference"},{"id":"2603.04427","title":"Thin Keys, Full Values: Reducing KV Cache via Low-Dimensional Attention Selection","created":"2026-02-16","cited_by_count":2,"area":"inference"},{"id":"2604.26557","title":"DUAL-BLADE: Dual-Path NVMe-Direct KV-Cache Offloading for Edge LLM Inference","created":"2026-04-29","cited_by_count":2,"area":"inference"},{"id":"2505.21077","title":"Efficient Large Language Model Inference with Neural Block Linearization","created":"2025-05-27","cited_by_count":1,"area":"inference"},{"id":"2604.21231","title":"SparKV: Overhead-Aware KV Cache Loading for Efficient On-Device LLM Inference","created":"2026-04-23","cited_by_count":1,"area":"inference"},{"id":"2607.17733","title":"MXSens: Sensitivity-Aware Mixed-Precision Quantization for Efficient LLM Inference","created":"2026-07-20","cited_by_count":1,"area":"inference"},{"id":"2609.32610","title":"KV-Lingo: Learning KV-Cache Translators with Distillation","created":"2026-09-26","cited_by_count":1,"area":"inference"},{"id":"2610.07643","title":"Monte Carlo Estimation for KV Cache Eviction","created":"2026-10-06","cited_by_count":1,"area":"inference"},{"id":"2502.13374","title":"Task-agnostic Prompt Compression with Context-aware Sentence Embedding and Reward-guided Task Descriptor","created":"2025-02-19","cited_by_count":0,"area":"inference"},{"id":"2505.24544","title":"Cross-Attention Speculative Decoding","created":"2025-05-30","cited_by_count":0,"area":"inference"},{"id":"2603.04759","title":"Stacked from One: Multi-Scale Self-Injection for Context Window Extension","created":"2026-03-05","cited_by_count":0,"area":"inference"},{"id":"2604.07396","title":"SHIELD: A Segmented Hierarchical Memory Architecture for Energy-Efficient LLM Inference on Edge NPUs","created":"2026-04-08","cited_by_count":0,"area":"inference"},{"id":"2604.16864","title":"HieraSparse: Hierarchical Semi-Structured Sparse KV Attention","created":"2026-04-18","cited_by_count":0,"area":"inference"},{"id":"2606.02680","title":"Post-Boundary Bridge: Must Local Attention Go Global Between Global Layers?","created":"2026-06-01","cited_by_count":0,"area":"inference"},{"id":"2607.01065","title":"GSRQ: Gain-Shape Residual Quantization for Sub-1-bit KV Cache","created":"2026-07-01","cited_by_count":0,"area":"inference"},{"id":"2607.02640","title":"Metronome: Bound the Cache, Keep the Beat for Real-Time Interaction Model Serving","created":"2026-07-02","cited_by_count":0,"area":"inference"},{"id":"2607.17019","title":"Regularize or Localize: When Training-Time KV-Cache Geometry Pays Under Quantization","created":"2026-07-19","cited_by_count":0,"area":"inference"},{"id":"2607.19368","title":"Spectral-LSH: Sub-Quadratic Prompt Compression via Krylov-Projected Locality-Sensitive Hashing","created":"2026-06-12","cited_by_count":0,"area":"inference"},{"id":"2607.24788","title":"GLIDE: Guided Layerwise Hybrid Attention for Efficient LLM Inference","created":"2026-06-26","cited_by_count":0,"area":"inference"},{"id":"2607.29575","title":"SLIM: Saturation-Aware Lightweight Performance Modeling for LLM Serving","created":"2026-07-31","cited_by_count":0,"area":"inference"},{"id":"2608.28911","title":"SemKV: Semantic Mixed-Precision KV Cache Quantization Guided by the Quality Cliff for Long-Context LLM Inference","created":"2026-08-28","cited_by_count":0,"area":"inference"},{"id":"2609.19207","title":"MeshKV: A Network-on-Chip KV Cache Fabric for Scalable Transformer Decoding Accelerators","created":"2026-09-16","cited_by_count":0,"area":"inference"},{"id":"2609.22157","title":"PAGE: Partition-Aware Gated KV-Cache Eviction","created":"2026-08-26","cited_by_count":0,"area":"inference"},{"id":"2609.30738","title":"Beyond Mean Attention: Diversity-Aware, Layer-Wise Scoring for KV Cache Eviction","created":"2026-09-25","cited_by_count":0,"area":"inference"},{"id":"2609.31415","title":"Evaluating the accuracy of KV cache reuse techniques","created":"2026-09-25","cited_by_count":0,"area":"inference"},{"id":"2609.33334","title":"When to Evict, Not What to Keep: Draft-Guided Eviction for Training-Free KV-Cache Compression","created":"2026-09-27","cited_by_count":0,"area":"inference"}],"next_cursor":"100"}