6 papers
sciwrite-lint: Verification Infrastructure for the Age of Science Vibe-Writing
Sergey V Samsonau
Scientific papers make claims about prior work backed by citations. Verifying those citations at scale (that each cited paper exists, says what the citation claims, and is itself r…
The Research Guide: From Informal Role to Profession
Sergey V. Samsonau, Matthew Pearce
Guiding others through authentic scientific research outside of PhD programs has been practiced for decades in specialized secondary schools, undergraduate research programs, and i…
Visible, Trackable, Forkable: Opening the Process of Science
Sergey V. Samsonau
The way science is currently practiced shows conclusions but hides how they were reached. Researchers work privately, polish their results, publish a finished paper, and defend it.…
scicode-lint: Detecting Methodology Bugs in Scientific Python Code with LLM-Generated Patterns
Sergey V. Samsonau
Methodology bugs in scientific Python code produce plausible but incorrect results that traditional linters and static analysis tools cannot detect. Several research groups have bu…
Improvements & Evaluations on the MLCommons CloudMask Benchmark
Varshitha Chennamsetti, Laiba Mehnaz, Dan Zhao +2
In this paper, we report the performance benchmarking results of deep learning models on MLCommons' Science cloud-masking benchmark using a high-performance computing cluster at Ne…
MLCommons Cloud Masking Benchmark with Early Stopping
Varshitha Chennamsetti, Gregor von Laszewski, Ruochen Gu +6
In this paper, we report on work performed for the MLCommons Science Working Group on the cloud masking benchmark. MLCommons is a consortium that develops and maintains several sci…