Have u seen the work coming out of phd students on dod grants? It's generally poor. There is a lot of grant money from the big tech firms where the slide ts have access to incredible brain and compute resources.
Research where large compute resources are required or used is a small part of all research, and a small part of ML and AI research for that matter.
You're just focusing on the positives in industry research and the negatives in university research.