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From the 1 of 5 linked papers with an AI index.

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5 papers

cs.CL2026

LightMem-Ego: Your AI Memory for Everyday Life

Yijun Chen, Boyi Xiao, Yixian Zhao +10

The paper introduces LightMem-Ego, a lightweight on‑device system that continuously records egocentric video and audio, organizes them into hierarchical short‑ and long‑term memori…

cs.CV2026

Semantic and Visual Evidence for Efficient Long-Video Reasoning: A Solution for the HD-EPIC VQA Challenge

Yinsong Xu, Wei Jing, Liuxin Zhang +2

Understanding long-form egocentric videos remains challenging for multimodal large language models (MLLMs) due to limited context length and insufficient grounding of fine-grained…

cs.CV2026

EgoIntrospect: An Egocentric Dataset and Benchmark for User-Centric Internal State Reasoning

Zeyu Wang, Chang Liu, Eduardus Tjitrahardja +22

Despite extensive efforts on egocentric video datasets and benchmarks, understanding users' internal states, which is crucial for enabling seamless AI assistant experiences, remain…

cs.CL2026

IntPro: A Proxy Agent for Context-Aware Intent Understanding via Retrieval-conditioned Inference

Guanming Liu, Meng Wu, Peng Zhang +8

Large language models (LLMs) have become integral to modern Human-AI collaboration workflows, where accurately understanding user intent serves as a crucial step for generating sat…

cs.HC2026

SoulSeek: Exploring the Use of Social Cues in LLM-based Information Seeking

Yubo Shu, Peng Zhang, Meng Wu +8

Social cues, which convey others' presence, behaviors, or identities, play a crucial role in human information seeking by helping individuals judge relevance and trustworthiness. H…