autoregressive decoding

HCSpec: Two-Tier Horizontal Cascade Speculative Decoding for High-Efficiency Large Language Model Inference ACL 2026 HeteroSpec: Leveraging Contextual Heterogeneity for Efficient Speculative Decoding ACL 2026 Martingale Foresight Sampling: A Principled Approach to Inference-Time LLM Decoding EACL 2026 ParallelVLM: Lossless Video-LLM Acceleration with Visual Alignment Aware Parallel Speculative Decoding CVPR 2026 Percept-WAM: Perception-Enhanced World-Awareness-Action Model for Robust End-to-End Autonomous Driving CVPR 2026 ZoomR: Memory Efficient Reasoning through Multi-Granularity Key Value Retrieval ACL 2026 Accelerated Test-Time Scaling with Model-Free Speculative Sampling EMNLP 2025 AdaDecode: Accelerating LLM Decoding with Adaptive Layer Parallelism ICML 2025 Adaptive Draft-Verification for Efficient Large Language Model Decoding AAAI 2025 Arbitrary Reading Order Scene Text Spotter with Local Semantics Guidance AAAI 2025 Decoding in Latent Spaces for Efficient Inference in LLM-based Recommendation EMNLP 2025 Efficient Inference for Large Language Model-based Generative Recommendation ICLR 2025 Exploring the Hidden Capacity of LLMs for One-Step Text Generation EMNLP 2025 FastVLM: Self-Speculative Decoding for Fast Vision-Language Model Inference IJCNLP 2025 First-Step Advantage: Importance of Starting Right in Multi-Step Math Reasoning ACL 2025 gRNAde: Geometric Deep Learning for 3D RNA inverse design ICLR 2025 Inferring from Logits: Exploring Best Practices for Decoding-Free Generative Candidate Selection ACL 2025 KVPR: Efficient LLM Inference with I/O-Aware KV Cache Partial Recomputation ACL 2025 Language Model Based Text-to-Audio Generation: Anti-Causally Aligned Collaborative Residual Transformers EMNLP 2025 LLMs Can Achieve High-quality Simultaneous Machine Translation as Efficiently as Offline ACL 2025 Multi-Branch Self-Drafting for LLM Inference Acceleration AAAI 2025 Non-myopic Generation of Language Models for Reasoning and Planning ICLR 2025 PEARL: Parallel Speculative Decoding with Adaptive Draft Length ICLR 2025 PROMTEC: Fast LLM Inference Decoding using Prompt Multi-Lookup with Template Database and Common Sequences ACL 2025 Reflection-Window Decoding: Text Generation with Selective Refinement ICML 2025