Junlin Lv

MS student, University of Science and Technology of China

Joined

August 2024

Names

Junlin Lv (Preferred)

Emails

****@mail.ustc.edu.cn (Confirmed)

Personal Links

Career & Education History

MS student

University of Science and Technology of China (ustc.edu.cn)

2023 – 2026

Advisors, Relations & Conflicts

PhD Advisor

Present

Coauthor

Present

Coauthor

Present

Expertise

Machine Learning

Present

Publications

DefensiveKV: Taming the Fragility of KV Cache Eviction in LLM Inference
Yuan Feng, Haoyu Guo, Junlin Lv, S Kevin Zhou, Xike Xie
- ICLR 2026 Poster
- Readers: Everyone
Identify Critical KV Cache in LLM Inference from an Output Perturbation Perspective
Yuan Feng, Junlin Lv, Haoyu Guo, Yukun Cao, Xike Xie, S Kevin Zhou
- Submitted to ICLR 2026
- Readers: Everyone
Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference
Yuan Feng, Junlin Lv, Yukun Cao, Xike Xie, S Kevin Zhou
- NeurIPS 2025 poster
- Readers: Everyone
CritiPrefill: A Segment-wise Criticality-based Approach for Prefilling Acceleration in LLMs
Junlin Lv, Yuan Feng, Xike Xie
- arXiv
- Readers: Everyone
Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference
Yuan Feng, Junlin Lv, Yukun Cao, Xike Xie, S Kevin Zhou
- arXiv
- Readers: Everyone
Identify Critical KV Cache in LLM Inference from an Output Perturbation Perspective
Yuan Feng, Junlin Lv, Yukun Cao, Xike Xie, S Kevin Zhou
- Submitted to ICLR 2025
- Readers: Everyone

Co-Authors