most citedBeyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models

1 citations · 1 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CV2026

Latent Commonality Expectation-Maximisation for Box-supervised Tree Crown Instance Segmentation

Thomas Pitts, Kunqi Li, Bin Liang

Individual tree crown segmentation from aerial imagery underpins tree-level carbon accounting, biodiversity, and restoration monitoring at landscape scale. However, existing models…

cs.AI2026

PANDO: Efficient Multimodal AI Agents via Online Skill Distillation

Yubo Li, Yidi Miao, Yuntian Shen +1

Recent advances in multimodal web agents often rely on increased inference-time computation, including rollout search, verifier passes, offline skill discovery, and specialist mode…

cs.LG2026

CONF-KV: Confidence-Aware KV Cache Eviction with Mixed-Precision Storage for Long-Horizon LLM

Yubo Li, Yidi Miao

Long-horizon LLM inference turns the key--value (KV) cache into the dominant GPU memory consumer and makes per-token attention increasingly expensive. Many common eviction policies…

cs.CL2025★ 1 cited

Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models

Yubo Li, Xiaobin Shen, Yidi Miao +4

Recent advances in large language models (LLMs) have substantially improved single-turn task performance, yet real-world applications increasingly demand sophisticated multi-turn i…

cs.CL2025

Firm or Fickle? Evaluating Large Language Models Consistency in Sequential Interactions

Yubo Li, Yidi Miao, Xueying Ding +2

Large Language Models (LLMs) have shown remarkable capabilities across various tasks, but their deployment in high-stake domains requires consistent and coherent behavior across mu…