{"total":40,"rows":[{"id":"2404.14469","title":"SnapKV: LLM Knows What You are Looking for Before Generation","created":"2024-04-22","cited_by_count":880,"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":"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":"2406.11430","title":"A Simple and Effective $L_2$ Norm-Based Strategy for KV Cache Compression","created":"2024-06-17","cited_by_count":86,"area":"inference"},{"id":"2407.21118","title":"Palu: Compressing KV-Cache with Low-Rank Projection","created":"2024-07-30","cited_by_count":64,"area":"inference"},{"id":"2502.00299","title":"ChunkKV: Semantic-Preserving KV Cache Compression for Efficient Long-Context LLM Inference","created":"2025-02-01","cited_by_count":60,"area":"inference"},{"id":"2412.14838","title":"DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs","created":"2024-12-19","cited_by_count":42,"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":"2407.08892","title":"Characterizing Prompt Compression Methods for Long Context Inference","created":"2024-07-11","cited_by_count":18,"area":"inference"},{"id":"2404.07979","title":"LLoCO: Learning Long Contexts Offline","created":"2024-04-11","cited_by_count":16,"area":"inference"},{"id":"2510.08907","title":"Autoencoding-Free Context Compression for LLMs via Contextual Semantic Anchors","created":"2025-10-10","cited_by_count":14,"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":"2511.01815","title":"KV Cache Transform Coding for Compact Storage in LLM Inference","created":"2025-11-03","cited_by_count":13,"area":"inference"},{"id":"2501.12959","title":"Efficient Prompt Compression with Evaluator Heads for Long-Context Transformer Inference","created":"2025-01-22","cited_by_count":12,"area":"inference"},{"id":"2412.12706","title":"More Tokens, Lower Precision: Towards the Optimal Token-Precision Trade-off in KV Cache Compression","created":"2024-12-17","cited_by_count":10,"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":"2503.00392","title":"Progressive Sparse Attention: Algorithm and System Co-design for Efficient Attention in LLM Serving","created":"2025-03-01","cited_by_count":7,"area":"inference"},{"id":"2510.20797","title":"No Mean Feat: Simple, Strong Baselines for Context Compression","created":"2025-10-23","cited_by_count":7,"area":"inference"},{"id":"2512.02337","title":"SpecPV: Improving Self-Speculative Decoding for Long-Context Generation via Partial Verification","created":"2025-12-02","cited_by_count":7,"area":"inference"},{"id":"2506.02006","title":"MorphServe: Efficient and Workload-Aware LLM Serving via Runtime Quantized Layer Swapping and KV Cache Resizing","created":"2025-05-24","cited_by_count":6,"area":"inference"},{"id":"2509.24626","title":"SparseServe: Unlocking Parallelism for Dynamic Sparse Attention in Long-Context LLM Serving","created":"2025-09-29","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":"2509.00105","title":"AdaptCache: KV Cache Native Storage Hierarchy for Low-Delay and High-Quality Language Model Serving","created":"2025-08-28","cited_by_count":4,"area":"inference"},{"id":"2511.00321","title":"Scalable Processing-Near-Memory for 1M-Token LLM Inference: CXL-Enabled KV-Cache Management Beyond GPU Limits","created":"2025-10-31","cited_by_count":4,"area":"inference"},{"id":"2505.05772","title":"Sparse Attention Remapping with Clustering for Efficient LLM Decoding on PIM","created":"2025-05-09","cited_by_count":3,"area":"inference"},{"id":"2606.29563","title":"Coverage-Driven KV Cache Eviction for Efficient and Improved Inference of LLM","created":"2026-06-28","cited_by_count":2,"area":"inference"},{"id":"2502.13251","title":"Neural Attention Search","created":"2025-02-18","cited_by_count":1,"area":"inference"},{"id":"2502.16886","title":"ReFreeKV: Towards Threshold-Free KV Cache Compression","created":"2025-02-24","cited_by_count":1,"area":"inference"},{"id":"2604.07815","title":"AsyncTLS: Efficient Generative LLM Inference with Asynchronous Two-level Sparse Attention","created":"2026-04-09","cited_by_count":1,"area":"inference"},{"id":"2605.07234","title":"Reformulating KV Cache Eviction Problem for Long-Context LLM Inference","created":"2026-05-08","cited_by_count":1,"area":"inference"},{"id":"2608.03276","title":"TaskPress: Query-Agnostic KV Cache Compression via Task-Guided Pruning","created":"2026-08-04","cited_by_count":1,"area":"inference"},{"id":"2609.36835","title":"ARC-KV: Amortizing Anchor Search for Reconstruction-Based KV Cache Compaction","created":"2026-09-29","cited_by_count":1,"area":"inference"},{"id":"2608.30252","title":"Strong Drafts Need Compact Memories: Long-Context Speculative Decoding with Compressed KV Cache","created":"2026-08-31","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"},{"id":"2609.34555","title":"PulseInfer: I/O-Centric Sparse KV Cache Offloading for Efficient Long-Context LLM Decoding","created":"2026-09-28","cited_by_count":0,"area":"inference"},{"id":"2610.02953","title":"SlimKV: Joint Token-Feature KV Cache Compression with Reconstruction-Free Beacon Attention","created":"2026-10-02","cited_by_count":0,"area":"inference"},{"id":"2610.13060","title":"KV-Repurpose: A Testbed for Evaluating Non-Prefix KV-Cache Reuse","created":"2026-10-09","cited_by_count":0,"area":"inference"},{"id":"2610.18026","title":"ChampionKV: Head-Wise Adaptive Budget Allocation for KV Cache Compression","created":"2026-10-13","cited_by_count":0,"area":"inference"}],"next_cursor":null}