activity
20232025
most citedAre EEG-to-Text Models Working?

3 citations · 6 across the 8 of their papers we have counts for

collaborators

9 papers

cs.AI2025

HSCodeComp: A Realistic and Expert-level Benchmark for Deep Search Agents in Hierarchical Rule Application

Yiqian Yang, Tian Lan, Qianghuai Jia +6

Effective deep search agents must not only access open-domain and domain-specific knowledge but also apply complex rules-such as legal clauses, medical manuals and tariff rules. Th…

cs.HC2025

Survival Games: Human-LLM Strategic Showdowns under Severe Resource Scarcity

Zhihong Chen, Yiqian Yang, Jinzhao Zhou +3

The rapid advancement of large language models (LLMs) raises critical concerns about their ethical alignment, particularly in scenarios where human and AI co-exist under the confli…

cs.HC2025

NeuGaze: Reshaping the future BCI

Yiqian Yang

Traditional brain-computer interfaces (BCIs), reliant on costly electroencephalography or invasive implants, struggle with complex human-computer interactions due to setup complexi…

cs.CL2024★ 1 cited

NeuGPT: Unified multi-modal Neural GPT

Yiqian Yang, Yiqun Duan, Hyejeong Jo +6

This paper introduces NeuGPT, a groundbreaking multi-modal language generation model designed to harmonize the fragmented landscape of neural recording research. Traditionally, stu…

cs.RO2024★ 1 cited

E2H: A Two-Stage Non-Invasive Neural Signal Driven Humanoid Robotic Whole-Body Control Framework

Yiqun Duan, Qiang Zhang, Jinzhao Zhou +9

Recent advancements in humanoid robotics, including the integration of hierarchical reinforcement learning-based control and the utilization of LLM planning, have significantly enh…

cs.CL2024★ 1 cited

MAD: Multi-Alignment MEG-to-Text Decoding

Yiqian Yang, Hyejeong Jo, Yiqun Duan +6

Deciphering language from brain activity is a crucial task in brain-computer interface (BCI) research. Non-invasive cerebral signaling techniques including electroencephalography (…

cs.CL2024★ 3 cited

Are EEG-to-Text Models Working?

Hyejeong Jo, Yiqian Yang, Juhyeok Han +3

This work critically analyzes existing models for open-vocabulary EEG-to-Text translation. We identify a crucial limitation: previous studies often employed implicit teacher-forcin…

cs.CL2024

NeuSpeech: Decode Neural signal as Speech

Yiqian Yang, Yiqun Duan, Qiang Zhang +5

Decoding language from brain dynamics is an important open direction in the realm of brain-computer interface (BCI), especially considering the rapid growth of large language model…

cs.CV2023

Mapping EEG Signals to Visual Stimuli: A Deep Learning Approach to Match vs. Mismatch Classification

Yiqian Yang, Zhengqiao Zhao, Qian Wang +2

Existing approaches to modeling associations between visual stimuli and brain responses are facing difficulties in handling between-subject variance and model generalization. Inspi…