Publications with SuDIS

• Efficient Inference for Large Vision-Language Models: Bottlenecks, Techniques, and Prospects The 64th Annual Meeting of the Association for Computational Linguistics (ACL) Findings, 2026 · Conference · CCF-A
• Forcing-KV: Hybrid KV Cache Compression for Efficient Autoregressive Video Diffusion Models arXiv preprint, 2026 · Preprint
• ParallelVLM: Lossless Video-LLM Acceleration with Visual Alignment Aware Parallel Speculative Decoding The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026 · Conference · CCF-A · CORE-A*
• See the Forest for the Trees: Loosely Speculative Decoding via Visual-Semantic Guidance for Efficient Inference of Video LLMs The 64th Annual Meeting of the Association for Computational Linguistics (ACL), 2026 · Conference · CCF-A · CORE-A*
• Token Economics for LLM Agents: A Dual-View Study from Computing and Economics arXiv preprint, 2026 · Preprint
• SpecVLM: Enhancing speculative decoding of video LLMs via verifier-guided token pruning The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025 · Conference · CCF-B · CORE-A