activity
20242026
most citedElf autoencoder: unsupervised exploration of flat-band materials using electronic band structure fingerprints

6 citations · 7 across the 8 of their papers we have counts for

collaborators

9 papers

cs.LG2026

NeurDuo-EEG: A Long-Sequence EEG Foundation Model with Persistent State and Explicit Memory

Yifan Wang, Haiping Liu, Yang Cui +13

Electroencephalography (EEG) is recorded continuously over hours, with relevant dynamics spanning timescales from milliseconds to hours. Most EEG foundation models nevertheless pro…

cs.AI2026

CellWorld: From Gene-Level Reconstruction to Latent Cell Prediction in Spatial Transcriptomics Foundation Models

Haiping Liu, Qian Zhao, Lijing Lin +2

This paper shows that latent-space predictive pretraining can provide a scalable route to foundation models for spatial transcriptomics. Existing spatial transcriptomics foundation…

cs.AI2026

TrajWiki: Source-Grounded Memory Trajectories for Long-Horizon Dialogue Agents

Jingyu Sun, Yuyang Xue, Mingyang Li +9

Large language model agents have shown strong capabilities in generating coherent and contextually appropriate responses, yet robust long-horizon dialogue remains limited by the la…

cs.AI2026

PMMC: Prospective Multimodal Memory Compilation for Long-Term LVLM Agents

Jingyu Sun, Yan Lin, Yuyang Xue +10

Long-term memory is essential for LVLM agents to maintain consistency and integrate information across extended multimodal interactions. Existing agent memory systems, however, oft…

cs.CV2026

Seeing What Is Actually There: PriVE-Bench and PriVE-Tools for Counterfactual Evaluation of Agentic Visual Evidence in VLMs

Jingyu Sun, Jiachen Tu, Yuyang Xue +8

Vision-language models (VLMs) often answer visual questions using learned language and category priors rather than grounding their predictions in the image itself. Counterfactual i…

cs.CL2026

Computational Lesions in Multilingual Language Models Separate Shared and Language-specific Brain Alignment

Yang Cui, Jingyuan Sun, Yizheng Sun +8

How the brain supports language across different languages is a basic question in neuroscience and a useful test for multilingual artificial intelligence. Neuroimaging has identifi…

cs.LG2025★ 1 cited

Rethinking RoPE: A Mathematical Blueprint for N-dimensional Positional Embedding

Haiping Liu, Lijing Lin, Jingyuan Sun +3

Rotary Position Embedding (RoPE) is widely adopted in large language models (LLMs) due to its efficient encoding of relative positions with strong extrapolation capabilities. Howev…

cs.CV2025

Does Acceleration Cause Hidden Instability in Vision Language Models? Uncovering Instance-Level Divergence Through a Large-Scale Empirical Study

Yizheng Sun, Hao Li, Chang Xu +4

Vision-Language Models (VLMs) are powerful yet computationally intensive for widespread practical deployments. To address such challenge without costly re-training, post-training a…

cond-mat.mes-hall2024★ 6 cited

Elf autoencoder: unsupervised exploration of flat-band materials using electronic band structure fingerprints

Henry Kelbrick Pentz, Thomas Warford, Ivan Timokhin +3

Two-dimensional materials with flat electronic bands are promising for realizing exotic quantum phenomena such as unconventional superconductivity and nontrivial topology, but expl…