{"total":298,"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":"2503.01840","title":"EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test","created":"2025-03-03","cited_by_count":331,"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":"2402.16363","title":"LLM Inference Unveiled: Survey and Roofline Model Insights","created":"2024-02-26","cited_by_count":152,"area":"inference"},{"id":"2406.16838","title":"From Decoding to Meta-Generation: Inference-time Algorithms for Large Language Models","created":"2024-06-24","cited_by_count":137,"area":null},{"id":"2407.18921","title":"Mobile Edge Intelligence for Large Language Models: A Contemporary Survey","created":"2024-07-09","cited_by_count":128,"area":null},{"id":"2408.15237","title":"The Mamba in the Llama: Distilling and Accelerating Hybrid Models","created":"2024-08-27","cited_by_count":122,"area":"ssm"},{"id":"2402.05109","title":"Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding","created":"2024-02-07","cited_by_count":117,"area":"inference"},{"id":"2506.00413","title":"Accelerating Diffusion LLMs via Adaptive Parallel Decoding","created":"2025-05-31","cited_by_count":112,"area":"inference"},{"id":"2509.24704","title":"MemGen: Weaving Generative Latent Memory for Self-Evolving Agents","created":"2025-09-29","cited_by_count":109,"area":"agents"},{"id":"2501.19324","title":"Reward-Guided Speculative Decoding for Efficient LLM Reasoning","created":"2025-01-31","cited_by_count":106,"area":"lr"},{"id":"2406.06282","title":"PowerInfer-2: Fast Large Language Model Inference on a Smartphone","created":"2024-06-10","cited_by_count":103,"area":null},{"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":"2408.11850","title":"PEARL: Parallel Speculative Decoding with Adaptive Draft Length","created":"2024-08-13","cited_by_count":85,"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":"2403.00835","title":"CLLMs: Consistency Large Language Models","created":"2024-02-28","cited_by_count":72,"area":"inference"},{"id":"2408.15766","title":"Learning Harmonized Representations for Speculative Sampling","created":"2024-08-28","cited_by_count":72,"area":"inference"},{"id":"2410.06916","title":"SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration","created":"2024-10-09","cited_by_count":72,"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":"2407.15186","title":"A Survey on Employing Large Language Models for Text-to-SQL Tasks","created":"2024-07-21","cited_by_count":67,"area":null},{"id":"2404.08509","title":"Efficient Interactive LLM Serving with Proxy Model-based Sequence Length Prediction","created":"2024-04-12","cited_by_count":66,"area":"inference"},{"id":"2410.01699","title":"Accelerating Auto-regressive Text-to-Image Generation with Training-free Speculative Jacobi Decoding","created":"2024-10-02","cited_by_count":66,"area":"inference"},{"id":"2407.05858","title":"Fast On-device LLM Inference with NPUs","created":"2024-07-08","cited_by_count":62,"area":null},{"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":"2501.19309","title":"Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment","created":"2025-01-31","cited_by_count":59,"area":"alignment"},{"id":"2504.07891","title":"SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning","created":"2025-04-10","cited_by_count":59,"area":"lr"},{"id":"2404.18911","title":"Kangaroo: Lossless Self-Speculative Decoding via Double Early Exiting","created":"2024-04-29","cited_by_count":58,"area":"inference"},{"id":"2408.05636","title":"Speculative Diffusion Decoding: Accelerating Language Generation through Diffusion","created":"2024-08-10","cited_by_count":57,"area":"inference"},{"id":"2408.17355","title":"Bidirectional Decoding: Improving Action Chunking via Guided Test-Time Sampling","created":"2024-08-30","cited_by_count":52,"area":null},{"id":"2503.22952","title":"OmniMMI: A Comprehensive Multi-modal Interaction Benchmark in Streaming Video Contexts","created":"2025-03-29","cited_by_count":51,"area":"mllm"},{"id":"2408.08696","title":"Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling","created":"2024-08-16","cited_by_count":47,"area":null},{"id":"2408.09955","title":"MegaAgent: A Large-Scale Autonomous LLM-based Multi-Agent System Without Predefined SOPs","created":"2024-08-19","cited_by_count":47,"area":"agents"},{"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":"2407.12391","title":"LLM Inference Serving: Survey of Recent Advances and Opportunities","created":"2024-07-17","cited_by_count":46,"area":null},{"id":"2502.16235","title":"Dynamic Parallel Tree Search for Efficient LLM Reasoning","created":"2025-02-22","cited_by_count":42,"area":"lr"},{"id":"2510.02358","title":"DiffuSpec: Unlocking Diffusion Language Models for Speculative Decoding","created":"2025-09-28","cited_by_count":42,"area":"diffusion"},{"id":"2411.10666","title":"SAM Decoding: Speculative Decoding via Suffix Automaton","created":"2024-11-16","cited_by_count":39,"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":"2407.19115","title":"Towards Scalable and Stable Parallelization of Nonlinear RNNs","created":"2024-07-26","cited_by_count":38,"area":null},{"id":"2410.04466","title":"Large Language Model Inference Acceleration: A Comprehensive Hardware Perspective","created":"2024-10-06","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":"2406.14066","title":"TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput","created":"2024-06-20","cited_by_count":37,"area":"inference"},{"id":"2601.07568","title":"d3LLM: Ultra-Fast Diffusion LLM using Pseudo-Trajectory Distillation","created":"2026-01-12","cited_by_count":37,"area":"inference"},{"id":"2601.21590","title":"Scalable Power Sampling: Unlocking Efficient, Training-Free Reasoning for LLMs via Distribution Sharpening","created":"2026-01-29","cited_by_count":31,"area":"lr"},{"id":"2411.00841","title":"A Theoretical Perspective for Speculative Decoding Algorithm","created":"2024-10-30","cited_by_count":29,"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":"2502.11517","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":"2410.17195","title":"Non-myopic Generation of Language Models for Reasoning and Planning","created":"2024-10-22","cited_by_count":26,"area":"lr"},{"id":"2404.08856","title":"On Speculative Decoding for Multimodal Large Language Models","created":"2024-04-13","cited_by_count":25,"area":"mllm"},{"id":"2506.18582","title":"Parallel Continuous Chain-of-Thought with Jacobi Iteration","created":"2025-06-23","cited_by_count":25,"area":"lr"},{"id":"2511.14617","title":"Seer: Online Context Learning for Fast Synchronous LLM Reinforcement Learning","created":"2025-11-18","cited_by_count":25,"area":null},{"id":"2504.11651","title":"70% Size, 100% Accuracy: Lossless LLM Compression for Efficient GPU Inference via Dynamic-Length Float (DFloat11)","created":"2025-04-15","cited_by_count":24,"area":"diffusion"},{"id":"2601.19278","title":"DART: Diffusion-Inspired Speculative Decoding for Fast LLM Inference","created":"2026-01-27","cited_by_count":24,"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":"2504.08850","title":"SpecEE: Accelerating Large Language Model Inference with Speculative Early Exiting","created":"2025-04-11","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":"2502.17421","title":"LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification","created":"2025-02-24","cited_by_count":21,"area":"agents"},{"id":"2509.18085","title":"Structuring The Future: Diffusion LLM Speculative Decoding via Calibrated Draft Graphs","created":"2025-09-22","cited_by_count":21,"area":"inference"},{"id":"2502.14856","title":"FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling","created":"2025-02-20","cited_by_count":20,"area":"inference"},{"id":"2409.04267","title":"An overview of domain-specific foundation model: key technologies, applications and challenges","created":"2024-09-06","cited_by_count":19,"area":null},{"id":"2503.05096","title":"AdaSpec: Adaptive Speculative Decoding for Fast, SLO-Aware Large Language Model Serving","created":"2025-03-07","cited_by_count":18,"area":"inference"},{"id":"2510.26475","title":"ReSpec: Towards Optimizing Speculative Decoding in Reinforcement Learning Systems","created":"2025-10-30","cited_by_count":18,"area":"lr"},{"id":"2406.00059","title":"Conveyor: Efficient Tool-aware LLM Serving with Tool Partial Execution","created":"2024-05-29","cited_by_count":17,"area":"inference"},{"id":"2410.03804","title":"Mixture of Attentions For Speculative Decoding","created":"2024-10-04","cited_by_count":17,"area":"inference"},{"id":"2412.01447","title":"PLD+: Accelerating LLM inference by leveraging Language Model Artifacts","created":"2024-12-02","cited_by_count":17,"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":"2605.18810","title":"D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting","created":"2026-05-12","cited_by_count":17,"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":"2601.17768","title":"LLM-42: Enabling Determinism in LLM Inference with Verified Speculation","created":"2026-01-25","cited_by_count":16,"area":null},{"id":"2603.18567","title":"SpecForge: A Flexible and Efficient Open-Source Training Framework for Speculative Decoding","created":"2026-03-19","cited_by_count":16,"area":"inference"},{"id":"2504.20456","title":"Reviving Any-Subset Autoregressive Models with Principled Parallel Sampling and Speculative Decoding","created":"2025-04-29","cited_by_count":15,"area":"inference"},{"id":"2601.11580","title":"Speculative Decoding: Performance or Illusion?","created":"2025-12-31","cited_by_count":15,"area":"inference"},{"id":"2603.03251","title":"Speculative Speculative Decoding","created":"2026-03-03","cited_by_count":15,"area":"inference"},{"id":"2606.18394","title":"JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting","created":"2026-06-16","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":"2410.17375","title":"AMUSD: Asynchronous Multi-Device Speculative Decoding for LLM Acceleration","created":"2024-10-22","cited_by_count":14,"area":"inference"},{"id":"2411.03786","title":"The N-Grammys: Accelerating Autoregressive Inference with Learning-Free Batched Speculation","created":"2024-11-06","cited_by_count":14,"area":"inference"},{"id":"2505.19201","title":"DREAM: Drafting with Refined Target Features and Entropy-Adaptive Cross-Attention Fusion for Multimodal Speculative Decoding","created":"2025-05-25","cited_by_count":14,"area":"mllm"},{"id":"2507.01449","title":"LogitSpec: Accelerating Retrieval-based Speculative Decoding via Next Next Token Speculation","created":"2025-07-02","cited_by_count":14,"area":"inference"},{"id":"2511.16665","title":"Taming the Long-Tail: Efficient Reasoning RL Training with Adaptive Drafter","created":"2025-11-20","cited_by_count":14,"area":"lr"},{"id":"2605.06548","title":"Continuous Latent Diffusion Language Model","created":"2026-05-07","cited_by_count":14,"area":"diffusion"},{"id":"2406.12295","title":"Fast and Slow Generating: An Empirical Study on Large and Small Language Models Collaborative Decoding","created":"2024-06-18","cited_by_count":13,"area":null},{"id":"2410.17175","title":"Remote Timing Attacks on Efficient Language Model Inference","created":"2024-10-22","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":"2506.19830","title":"Scaling Speculative Decoding with Lookahead Reasoning","created":"2025-06-24","cited_by_count":13,"area":"lr"},{"id":"2509.18362","title":"FastMTP: Accelerating LLM Inference with Enhanced Multi-Token Prediction","created":"2025-09-16","cited_by_count":13,"area":"inference"},{"id":"2510.10302","title":"SP-MoE: Speculative Decoding and Prefetching for Accelerating MoE-based Model Inference","created":"2025-10-11","cited_by_count":13,"area":"moe"},{"id":"2512.14681","title":"Fast and Accurate Causal Parallel Decoding using Jacobi Forcing","created":"2025-12-16","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":"2602.06025","title":"Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory","created":"2026-02-05","cited_by_count":13,"area":"agents"},{"id":"2406.01698","title":"Demystifying AI Platform Design for Distributed Inference of Next-Generation LLM models","created":"2024-06-03","cited_by_count":12,"area":"inference"},{"id":"2406.09827","title":"A Training-free Sub-quadratic Cost Transformer Model Serving Framework With Hierarchically Pruned Attention","created":"2024-06-14","cited_by_count":12,"area":"rag"},{"id":"2406.16758","title":"Towards Fast Multilingual LLM Inference: Speculative Decoding and Specialized Drafters","created":"2024-06-24","cited_by_count":12,"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":"2604.09603","title":"ECHO: Elastic Speculative Decoding with Sparse Gating for High-Concurrency Scenarios","created":"2026-03-10","cited_by_count":12,"area":"inference"},{"id":"2410.05165","title":"Efficient Inference for Large Language Model-based Generative Recommendation","created":"2024-10-07","cited_by_count":11,"area":null},{"id":"2502.06352","title":"LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models","created":"2025-02-10","cited_by_count":11,"area":"inference"}],"next_cursor":"100"}