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Keting Yin

5 accepted papers

2026

AccKV: Towards Efficient Audio-Video LLMs Inference via Adaptive-Focusing and Cross-Calibration KV Cache Optimization

AAAI 2026technical

Recent advancements in Audio-Video Large Language Models (AV-LLMs) have enhanced their capabilities in tasks like audio-visual question answering and multimodal dialog systems. Video and audio introduce an extended temporal dimension, resulting in a larger key-value (KV) cache compared to static ima

Cited by 0SourcePDFScholar
2026

Causal Discovery for Irregularly Time Series with Consistency Guarantees

ICML 2026poster

This paper studies causal discovery in irregularly sampled time series—a key challenge in risk-sensitive domains like finance, healthcare, and climate science, where missing data and inconsistent sampling frequencies distort causal mechanisms. The main challenge comes from the interdependence betwee…

Cited by 0SourceScholar
2026

Graph2Eval: Automatic Multimodal Task Generation for Agents via Knowledge Graphs

CVPR 2026

As multimodal LLM-driven agents advance in autonomy and generalization, traditional static datasets face inherent scalability limitations and are insufficient for fully assessing their capabilities in increasingly complex and diverse tasks. Existing studies have attempted to generate agent tasks usi

Cited by 0SourcecodeScholar
2025

OS Agents: A Survey on MLLM-based Agents for Computer, Phone and Browser Use

ACL 2025long

The dream to create AI assistants as capable and versatile as the fictional J.A.R.V.I.S from Iron Man has long captivated imaginations. With the evolution of multi-modal large language models ((M)LLMs), this dream is closer to reality, as (M)LLM-based Agents using computers, mobile phones and web br…