From a research question to a full paper.
An AI-powered research assistant for literature review, experimentation, analysis, and paper writing. The projects below show work produced with its assistance across AI, astrophysics, philosophy, and biology.
curl -fsSL https://raw.githubusercontent.com/XiangJinyu/open-research/main/install.sh | bash These papers were produced with the assistance of Open Research. The descriptions summarize the work; each paper and repository provides its methods, results, and limitations.
AI
Introduces a hierarchical experience memory architecture that enables LLM agents to accumulate, organize, and retrieve experiential knowledge for continuous self-improvement across tasks.
Explores reinforcement learning post-training for diffusion-based large language models in agentic settings.
Astrophysics
Simulates tidal-induced stellar warps using a ring model framework, investigating the mechanisms by which satellite galaxies excite and sustain disk warping in host galaxies.
Reports an automated census of optical disk warps in 742 edge-on galaxies from DESI Legacy Surveys DR10, finding a 3.8% warp frequency in the analyzed sample.
A statistical study of tidal-induced disk warps in the TNG50 cosmological simulation, analyzing the incidence, amplitude, and environmental correlations of warped galactic disks.
Introduces a redshift-dependent star formation efficiency in a semi-analytic model of high-redshift galaxy abundances. The paper reports a reduction in chi-squared from 79.1 to 0.41 at z>=10 for the model fit.
Philosophy
A philosophy paper arguing that human uniqueness in the AI era is grounded in finitude rather than simulable cognitive properties. Introduces the concept of 'weight of choice' as a distinguishing feature of embodied, mortal agents.
Biology
Models six kill switch architectures using escape-rate calculations and stochastic serial passage simulations. The paper reports a modeled escape rate of 6.1×10⁻¹⁸ at 20% fitness cost for a triple-layer design combining CRISPR multi-gRNA, overlapping genes, and synthetic auxotrophy.