{"total":67,"rows":[{"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":"2501.01005","title":"FlashInfer: Efficient and Customizable Attention Engine for LLM Inference Serving","created":"2025-01-02","cited_by_count":258,"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":"2405.19715","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":"2410.04466","title":"Large Language Model Inference Acceleration: A Comprehensive Hardware Perspective","created":"2024-10-06","cited_by_count":38,"area":"inference"},{"id":"2406.14066","title":"TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput","created":"2024-06-20","cited_by_count":37,"area":"inference"},{"id":"2510.04147","title":"Self Speculative Decoding for Diffusion Large Language Models","created":"2025-10-05","cited_by_count":30,"area":"inference"},{"id":"2504.18583","title":"PARD: Accelerating LLM Inference with Low-Cost PARallel Draft Model Adaptation","created":"2025-04-23","cited_by_count":29,"area":"inference"},{"id":"2502.10424","title":"QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache","created":"2025-02-05","cited_by_count":27,"area":"inference"},{"id":"2410.11744","title":"DySpec: Faster Speculative Decoding with Dynamic Token Tree Structure","created":"2024-10-15","cited_by_count":25,"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":"2410.05589","title":"ParallelSpec: Parallel Drafter for Efficient Speculative Decoding","created":"2024-10-08","cited_by_count":22,"area":"inference"},{"id":"2505.15141","title":"BanditSpec: Adaptive Speculative Decoding via Bandit Algorithms","created":"2025-05-21","cited_by_count":20,"area":"inference"},{"id":"2502.18779","title":"Towards Optimal Multi-draft Speculative Decoding","created":"2025-02-26","cited_by_count":19,"area":"inference"},{"id":"2410.11305","title":"QSpec: Speculative Decoding with Complementary Quantization Schemes","created":"2024-10-15","cited_by_count":18,"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":"2405.18628","title":"Hardware-Aware Parallel Prompt Decoding for Memory-Efficient Acceleration of LLM Inference","created":"2024-05-28","cited_by_count":16,"area":"inference"},{"id":"2502.11018","title":"GRIFFIN: Effective Token Alignment for Faster Speculative Decoding","created":"2025-02-16","cited_by_count":16,"area":"inference"},{"id":"2601.11580","title":"Speculative Decoding: Performance or Illusion?","created":"2025-12-31","cited_by_count":15,"area":"inference"},{"id":"2504.20039","title":"AutoJudge: Judge Decoding Without Manual Annotation","created":"2025-04-28","cited_by_count":13,"area":"inference"},{"id":"2601.07353","title":"TALON: Confidence-Aware Speculative Decoding with Adaptive Token Trees","created":"2026-01-12","cited_by_count":13,"area":"inference"},{"id":"2502.20704","title":"Fuzzy Speculative Decoding for a Tunable Accuracy-Runtime Tradeoff","created":"2025-02-28","cited_by_count":12,"area":"inference"},{"id":"2505.24196","title":"CLaSp: In-Context Layer Skip for Self-Speculative Decoding","created":"2025-05-30","cited_by_count":11,"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":"2505.17052","title":"SpecEdge: Scalable Edge-Assisted Serving Framework for Interactive LLMs","created":"2025-05-16","cited_by_count":10,"area":"inference"},{"id":"2509.22134","title":"Bridging Draft Policy Misalignment: Group Tree Optimization for Speculative Decoding","created":"2025-09-26","cited_by_count":10,"area":"inference"},{"id":"2604.09557","title":"SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding","created":"2026-02-10","cited_by_count":10,"area":"inference"},{"id":"2502.16880","title":"CORAL: Learning Consistent Representations across Multi-step Training with Lighter Speculative Drafter","created":"2025-02-24","cited_by_count":9,"area":"inference"},{"id":"2510.20064","title":"Not-a-Bandit: Provably No-Regret Drafter Selection in Speculative Decoding for LLMs","created":"2025-10-22","cited_by_count":7,"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":"2503.10325","title":"Collaborative Speculative Inference for Efficient LLM Inference Serving","created":"2025-03-13","cited_by_count":5,"area":"inference"},{"id":"2604.26412","title":"When Hidden States Drift: Can KV Caches Rescue Long-Range Speculative Decoding?","created":"2026-04-29","cited_by_count":5,"area":"inference"},{"id":"2507.02659","title":"OmniDraft: A Cross-vocabulary, Online Adaptive Drafter for On-device Speculative Decoding","created":"2025-07-03","cited_by_count":4,"area":"inference"},{"id":"2512.23858","title":"Yggdrasil: Bridging Dynamic Speculation and Static Runtime for Latency-Optimal Tree-Based LLM Decoding","created":"2025-12-29","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":"2607.25852","title":"AngelSpec: Towards Real-World High Performance Inference with Speculative Decoding","created":"2026-07-28","cited_by_count":4,"area":"inference"},{"id":"2405.07542","title":"EMS-SD: Efficient Multi-sample Speculative Decoding for Accelerating Large Language Models","created":"2024-05-13","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":"2607.06763","title":"Trees from Marginals: Autoregressive drafting with factorized priors","created":"2026-07-07","cited_by_count":3,"area":"inference"},{"id":"2608.01651","title":"Bole: Efficient Tree Speculation for Hybrid-Attention Language Models","created":"2026-08-03","cited_by_count":3,"area":"inference"},{"id":"2411.05894","title":"SSSD: Simply-Scalable Speculative Decoding","created":"2024-11-08","cited_by_count":2,"area":"inference"},{"id":"2506.03566","title":"POSS: Position Specialist Generates Better Draft for Speculative Decoding","created":"2025-06-04","cited_by_count":2,"area":"inference"},{"id":"2604.25925","title":"SpecTr-GBV: Multi-Draft Block Verification Accelerating Speculative Decoding","created":"2026-04-01","cited_by_count":2,"area":"inference"},{"id":"2605.29727","title":"Bastion: Budget-Aware Speculative Decoding with Tree-structured Block Diffusion Drafting","created":"2026-05-28","cited_by_count":2,"area":"inference"},{"id":"2606.04446","title":"D^2SD: Accelerating Speculative Decoding with Dual Diffusion Draft Models","created":"2026-06-03","cited_by_count":2,"area":"inference"},{"id":"2410.13344","title":"Cerberus: Efficient Inference with Adaptive Parallel Decoding and Sequential Knowledge Enhancement","created":"2024-10-17","cited_by_count":1,"area":"inference"},{"id":"2501.12162","title":"AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding","created":"2025-01-21","cited_by_count":1,"area":"inference"},{"id":"2505.23219","title":"Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism","created":"2025-05-29","cited_by_count":1,"area":"inference"},{"id":"2606.00021","title":"SENSE: Semantic Embedding Navigation with Soft-gated Evaluation for Retrieval-based Speculative Decoding","created":"2026-04-14","cited_by_count":1,"area":"inference"},{"id":"2607.13093","title":"Efficient and Privacy Aware Edge Cloud Collaborative Inference for Large Language Models","created":"2026-07-14","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":"2609.02897","title":"Margins, Not Windows: Training-Free Per-Step Lossy Speculative Decoding","created":"2026-07-03","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":"2511.12031","title":"Striking the Right Balance between Compute and Copy: Improving LLM Inferencing Under Speculative Decoding","created":"2025-11-15","cited_by_count":0,"area":"inference"},{"id":"2602.16994","title":"Dynamic Delayed Tree Expansion For Improved Multi-Path Speculative Decoding","created":"2026-02-19","cited_by_count":0,"area":"inference"},{"id":"2604.13634","title":"Calibrated Speculative Decoding: Frequency-Guided Candidate Selection for Efficient Inference","created":"2026-04-15","cited_by_count":0,"area":"inference"},{"id":"2604.27747","title":"Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation","created":"2026-04-30","cited_by_count":0,"area":"inference"},{"id":"2605.11186","title":"CATS: Cascaded Adaptive Tree Speculation for Memory-Limited LLM Inference Acceleration","created":"2026-05-11","cited_by_count":0,"area":"inference"},{"id":"2605.14978","title":"Performance-Driven Policy Optimization for Speculative Decoding with Adaptive Windowing","created":"2026-05-14","cited_by_count":0,"area":"inference"},{"id":"2606.12243","title":"VIA-SD: Verification via Intra-Model Routing for Speculative Decoding","created":"2026-06-10","cited_by_count":0,"area":"inference"},{"id":"2606.24957","title":"Dustin: Draft-Augmented Sparse Verification for Efficient Long-Context Generation with Speculative Decoding","created":"2026-06-23","cited_by_count":0,"area":"inference"},{"id":"2606.25097","title":"Speculative Decoding at Temperature Zero: A Scoped Safety-Invariance Screen with a 48,072-Sample Expansion","created":"2026-06-23","cited_by_count":0,"area":"inference"},{"id":"2607.27269","title":"Beyond KV Reconstruction: Functional Reconstruction for MLA Draft Models in Speculative Decoding","created":"2026-07-29","cited_by_count":0,"area":"inference"},{"id":"2608.04974","title":"AsymSpec: Efficient Cloud-Edge Speculative Decoding over Asymmetric Networks","created":"2026-08-05","cited_by_count":0,"area":"inference"},{"id":"2609.34388","title":"Reciprocal Guidance: Orchestrating Draft and Verify Budgets for Advancing the Diffusion-AR Self-Speculation Frontier","created":"2026-09-28","cited_by_count":0,"area":"inference"},{"id":"2609.37617","title":"AS$^2$D: Accelerating On-Demand Audio Understanding on Mobile Devices","created":"2026-09-29","cited_by_count":0,"area":"inference"}],"next_cursor":null}