{"total":93,"rows":[{"id":"2401.10774","title":"Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads","created":"2024-01-19","cited_by_count":843,"area":"inference"},{"id":"2406.16858","title":"EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees","created":"2024-06-24","cited_by_count":370,"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":"2401.07851","title":"Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding","created":"2024-01-15","cited_by_count":269,"area":"inference"},{"id":"2404.14294","title":"A Survey on Efficient Inference for Large Language Models","created":"2024-04-22","cited_by_count":205,"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":"2311.08252","title":"REST: Retrieval-Based Speculative Decoding","created":"2023-11-14","cited_by_count":150,"area":"inference"},{"id":"2402.05109","title":"Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding","created":"2024-02-07","cited_by_count":117,"area":"inference"},{"id":"2310.07177","title":"Online Speculative Decoding","created":"2023-10-11","cited_by_count":113,"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":"2312.11462","title":"Cascade Speculative Drafting for Even Faster LLM Inference","created":"2023-12-18","cited_by_count":83,"area":"inference"},{"id":"2405.19715","title":"SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths","created":"2024-05-30","cited_by_count":75,"area":"inference"},{"id":"2406.17276","title":"OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure","created":"2024-06-25","cited_by_count":67,"area":"inference"},{"id":"2406.02532","title":"SpecExec: Massively Parallel Speculative Decoding for Interactive LLM Inference on Consumer Devices","created":"2024-06-04","cited_by_count":46,"area":"inference"},{"id":"2402.11131","title":"Speculative Streaming: Fast LLM Inference without Auxiliary Models","created":"2024-02-16","cited_by_count":38,"area":"inference"},{"id":"2405.19261","title":"Faster Cascades via Speculative Decoding","created":"2024-05-29","cited_by_count":38,"area":"inference"},{"id":"2403.09919","title":"Recurrent Drafter for Fast Speculative Decoding in Large Language Models","created":"2024-03-14","cited_by_count":37,"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":"2406.03853","title":"Speculative Decoding via Early-exiting for Faster LLM Inference with Thompson Sampling Control Mechanism","created":"2024-06-06","cited_by_count":32,"area":"inference"},{"id":"2411.00841","title":"A Theoretical Perspective for Speculative Decoding Algorithm","created":"2024-10-30","cited_by_count":29,"area":"inference"},{"id":"2604.12989","title":"Accelerating Speculative Decoding with Block Diffusion Draft Trees","created":"2026-04-14","cited_by_count":29,"area":"inference"},{"id":"2502.11517","title":"Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding","created":"2025-02-17","cited_by_count":28,"area":"inference"},{"id":"2402.13720","title":"Ouroboros: Generating Longer Drafts Phrase by Phrase for Faster Speculative Decoding","created":"2024-02-21","cited_by_count":25,"area":"inference"},{"id":"2405.19325","title":"Nearest Neighbor Speculative Decoding for LLM Generation and Attribution","created":"2024-05-29","cited_by_count":25,"area":"inference"},{"id":"2404.08698","title":"Lossless Acceleration of Large Language Model via Adaptive N-gram Parallel Decoding","created":"2024-04-10","cited_by_count":23,"area":"inference"},{"id":"2502.19732","title":"Speculative Decoding and Beyond: An In-Depth Survey of Techniques","created":"2025-02-27","cited_by_count":23,"area":"inference"},{"id":"2402.11809","title":"Generation Meets Verification: Accelerating Large Language Model Inference with Smart Parallel Auto-Correct Decoding","created":"2024-02-19","cited_by_count":22,"area":"inference"},{"id":"2410.05589","title":"ParallelSpec: Parallel Drafter for Efficient Speculative Decoding","created":"2024-10-08","cited_by_count":22,"area":"inference"},{"id":"2412.04062","title":"ZipAR: Parallel Auto-regressive Image Generation through Spatial Locality","created":"2024-12-05","cited_by_count":21,"area":"inference"},{"id":"2502.15470","title":"PAPI: Exploiting Dynamic Parallelism in Large Language Model Decoding with a Processing-In-Memory-Enabled Computing System","created":"2025-02-21","cited_by_count":20,"area":"inference"},{"id":"2310.18813","title":"The Synergy of Speculative Decoding and Batching in Serving Large Language Models","created":"2023-10-28","cited_by_count":19,"area":"inference"},{"id":"2502.18779","title":"Towards Optimal Multi-draft Speculative Decoding","created":"2025-02-26","cited_by_count":19,"area":"inference"},{"id":"2510.00294","title":"Free Draft-and-Verification: Toward Lossless Parallel Decoding for Diffusion Large Language Models","created":"2025-09-30","cited_by_count":19,"area":"inference"},{"id":"2412.18910","title":"AdaEAGLE: Optimizing Speculative Decoding via Explicit Modeling of Adaptive Draft Structures","created":"2024-12-25","cited_by_count":18,"area":"inference"},{"id":"2512.16229","title":"LoPA: Scaling dLLM Inference via Lookahead Parallel Decoding","created":"2025-12-18","cited_by_count":17,"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":"2502.15197","title":"TETRIS: Optimal Draft Token Selection for Batch Speculative Decoding","created":"2025-02-21","cited_by_count":15,"area":"inference"},{"id":"2407.11798","title":"PipeInfer: Accelerating LLM Inference using Asynchronous Pipelined Speculation","created":"2024-07-16","cited_by_count":14,"area":"inference"},{"id":"2412.18934","title":"Dovetail: A CPU/GPU Heterogeneous Speculative Decoding for LLM inference","created":"2024-12-25","cited_by_count":13,"area":"inference"},{"id":"2504.20039","title":"AutoJudge: Judge Decoding Without Manual Annotation","created":"2025-04-28","cited_by_count":13,"area":"inference"},{"id":"2508.07675","title":"Semantic Caching for Low-Cost LLM Serving: From Offline Learning to Online Adaptation","created":"2025-08-11","cited_by_count":13,"area":"inference"},{"id":"2402.13485","title":"ProPD: Dynamic Token Tree Pruning and Generation for LLM Parallel Decoding","created":"2024-02-21","cited_by_count":12,"area":"inference"},{"id":"2405.00263","title":"Clover: Regressive Lightweight Speculative Decoding with Sequential Knowledge","created":"2024-05-01","cited_by_count":10,"area":"inference"},{"id":"2407.03157","title":"Let the Code LLM Edit Itself When You Edit the Code","created":"2024-07-03","cited_by_count":10,"area":"inference"},{"id":"2411.05289","title":"SpecHub: Provable Acceleration to Multi-Draft Speculative Decoding","created":"2024-11-08","cited_by_count":10,"area":"inference"},{"id":"2502.00085","title":"Efficient Beam Search for Large Language Models Using Trie-Based Decoding","created":"2025-01-31","cited_by_count":10,"area":"inference"},{"id":"2405.14105","title":"Distributed Speculative Inference (DSI): Speculation Parallelism for Provably Faster Lossless Language Model Inference","created":"2024-05-23","cited_by_count":9,"area":"inference"},{"id":"2503.13565","title":"ML-SpecQD: Multi-Level Speculative Decoding with Quantized Drafts","created":"2025-03-17","cited_by_count":9,"area":"inference"},{"id":"2410.20418","title":"Inevitable Trade-off between Watermark Strength and Speculative Sampling Efficiency for Language Models","created":"2024-10-27","cited_by_count":8,"area":"inference"},{"id":"2404.14897","title":"Beyond the Speculative Game: A Survey of Speculative Execution in Large Language Models","created":"2024-04-23","cited_by_count":7,"area":"inference"},{"id":"2410.10141","title":"Temperature-Centric Investigation of Speculative Decoding with Knowledge Distillation","created":"2024-10-14","cited_by_count":7,"area":"inference"},{"id":"2411.01076","title":"When Speculation Spills Secrets: Side Channels via Speculative Decoding In LLMs","created":"2024-11-01","cited_by_count":7,"area":"inference"},{"id":"2402.15758","title":"Chimera: A Lossless Decoding Method for Accelerating Large Language Models Inference by Fusing all Tokens","created":"2024-02-24","cited_by_count":6,"area":"inference"},{"id":"2405.20314","title":"S3D: A Simple and Cost-Effective Self-Speculative Decoding Scheme for Low-Memory GPUs","created":"2024-05-30","cited_by_count":6,"area":"inference"},{"id":"2408.08146","title":"KOALA: Enhancing Speculative Decoding for LLM via Multi-Layer Draft Heads with Adversarial Learning","created":"2024-08-15","cited_by_count":6,"area":"inference"},{"id":"2602.13836","title":"Speculative Decoding with a Speculative Vocabulary","created":"2026-02-14","cited_by_count":6,"area":"inference"},{"id":"2606.01813","title":"Cost-Aware Diffusion Draft Trees for Speculative Decoding","created":"2026-06-01","cited_by_count":6,"area":"inference"},{"id":"2404.09221","title":"Exploring and Improving Drafts in Blockwise Parallel Decoding","created":"2024-04-14","cited_by_count":5,"area":"inference"},{"id":"2405.13019","title":"A Comprehensive Survey of Accelerated Generation Techniques in Large Language Models","created":"2024-05-15","cited_by_count":5,"area":"inference"},{"id":"2408.00264","title":"Clover-2: Accurate Inference for Regressive Lightweight Speculative Decoding","created":"2024-08-01","cited_by_count":5,"area":"inference"},{"id":"2407.16207","title":"Graph-Structured Speculative Decoding","created":"2024-07-23","cited_by_count":4,"area":"inference"},{"id":"2502.05609","title":"Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding","created":"2025-02-08","cited_by_count":4,"area":"inference"},{"id":"2504.04104","title":"SpecPipe: Accelerating Pipeline Parallelism-based LLM Inference with Speculative Decoding","created":"2025-04-05","cited_by_count":4,"area":"inference"},{"id":"2505.01572","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","created":"2025-05-02","cited_by_count":4,"area":"inference"},{"id":"2505.17074","title":"Semi-Clairvoyant Scheduling of Speculative Decoding Requests to Minimize LLM Inference Latency","created":"2025-05-20","cited_by_count":4,"area":"inference"},{"id":"2509.10372","title":"MCBP: A Memory-Compute Efficient LLM Inference Accelerator Leveraging Bit-Slice-enabled Sparsity and Repetitiveness","created":"2025-09-12","cited_by_count":4,"area":"inference"},{"id":"2511.09844","title":"Steering Pretrained Drafters during Speculative Decoding","created":"2025-11-13","cited_by_count":4,"area":"inference"},{"id":"2601.15498","title":"MARS: Unleashing the Power of Speculative Decoding via Margin-Aware Verification","created":"2026-01-21","cited_by_count":4,"area":"inference"},{"id":"2404.12022","title":"Parallel Decoding via Hidden Transfer for Lossless Large Language Model Acceleration","created":"2024-04-18","cited_by_count":3,"area":"inference"},{"id":"2505.20316","title":"Reinforcement Speculative Decoding for Fast Ranking","created":"2025-05-23","cited_by_count":3,"area":"inference"},{"id":"2509.24328","title":"Speculative Verification: Exploiting Information Gain to Refine Speculative Decoding","created":"2025-09-29","cited_by_count":3,"area":"inference"},{"id":"2510.22876","title":"Correctness Forensics for Batch Speculative Decoding: Diagnosing the Ragged Tensor Problem","created":"2025-10-26","cited_by_count":3,"area":"inference"},{"id":"2602.03708","title":"Beyond Tokens: Semantic-Aware Speculative Decoding for Efficient Inference by Probing Internal States","created":"2026-02-03","cited_by_count":3,"area":"inference"},{"id":"2607.06763","title":"Trees from Marginals: Autoregressive drafting with factorized priors","created":"2026-07-07","cited_by_count":3,"area":"inference"},{"id":"2403.18647","title":"SDSAT: Accelerating LLM Inference through Speculative Decoding with Semantic Adaptive Tokens","created":"2024-03-27","cited_by_count":2,"area":"inference"},{"id":"2406.11016","title":"Optimized Speculative Sampling for GPU Hardware Accelerators","created":"2024-06-16","cited_by_count":2,"area":"inference"},{"id":"2411.05894","title":"SSSD: Simply-Scalable Speculative Decoding","created":"2024-11-08","cited_by_count":2,"area":"inference"},{"id":"2502.17139","title":"FastCoder: Accelerating Repository-level Code Generation via Efficient Retrieval and Verification","created":"2025-02-24","cited_by_count":2,"area":"inference"},{"id":"2510.13161","title":"Mirror Speculative Decoding: Breaking the Serial Barrier in LLM Inference","created":"2025-10-15","cited_by_count":2,"area":"inference"},{"id":"2511.15898","title":"Global Resolution: Optimal Multi-Draft Speculative Sampling via Convex Minimization","created":"2025-11-19","cited_by_count":2,"area":"inference"},{"id":"2602.01274","title":"PACER: Blockwise Pre-verification for Speculative Decoding with Adaptive Length","created":"2026-02-01","cited_by_count":2,"area":"inference"},{"id":"2408.04678","title":"CREST: Effectively Compacting a Datastore For Retrieval-Based Speculative Decoding","created":"2024-08-08","cited_by_count":1,"area":"inference"},{"id":"2602.01428","title":"Improving the Trade-off Between Watermark Strength and Speculative Sampling Efficiency for Language Models","created":"2026-02-01","cited_by_count":1,"area":"inference"},{"id":"2603.03383","title":"Accelerating OpenPangu Inference on NPU via Speculative Decoding","created":"2026-03-03","cited_by_count":1,"area":"inference"},{"id":"2604.17701","title":"WISV: Wireless-Informed Semantic Verification for Distributed Speculative Decoding in Device-Edge LLM Inference","created":"2026-04-20","cited_by_count":1,"area":"inference"},{"id":"2607.03876","title":"AdaptiveSD A Stability-Aware, Runtime-Adaptive Speculative Decoding Framework with Multi-Policy Orchestration for CPU-Constrained LLM Inference","created":"2026-07-04","cited_by_count":1,"area":"inference"},{"id":"2608.24411","title":"ResiSpec: Enhancing Multi-Candidate Speculative Sampling via Residual Distribution Shaping","created":"2026-08-25","cited_by_count":1,"area":"inference"},{"id":"2505.08600","title":"Automatic Task Detection and Heterogeneous LLM Speculative Decoding","created":"2025-05-13","cited_by_count":0,"area":"inference"},{"id":"2512.11718","title":"Speculative Decoding Speed-of-Light: Optimal Lower Bounds via Branching Random Walks","created":"2025-12-12","cited_by_count":0,"area":"inference"},{"id":"2602.16961","title":"Greedy Multi-Path Block Verification for Faster Decoding in Speculative Sampling","created":"2026-02-18","cited_by_count":0,"area":"inference"},{"id":"2604.20021","title":"Continuous Semantic Caching for Low-Cost LLM Serving","created":"2026-04-21","cited_by_count":0,"area":"inference"},{"id":"2609.26100","title":"TSS: Target-Side Sparsification for Speculative Decoding in Domain-Specific Large Language Models","created":"2026-08-15","cited_by_count":0,"area":"inference"}],"next_cursor":null}