panpengf
414 posts
panpengf
@PPF12138
ARC-AGI solver geo-spatial && geoai representation learning && latent space in llm Remotesensing && wuhan university
If all papers are actually reviewed by AI reviewers behind the peer review system, why bother revising papers with our own human hands? Maybe a more efficient way is to let writing agents directly get feedback from AI reviewers (e.g., CSPaper, Stanford Agentic Reviewer).
Had an interesting conversation in a CS PhD group chat about some humanistic topics. We discussed a TCS theory that could model the issue, and as I explained it, I had an epiphany: this could be applied to RL, a point no one has addressed before. This is exciting because it's the first time since studying math with my supervisor that I've come up with such an idea. With his background in pure mathematics, my supervisor effortlessly generates high-quality ideas, almost like they're picked up off the street, but I can't. Both he and another expert colleague said: this is interesting and can be done. If this works out, it would be a groundbreaking advancement in RL. It really makes me appreciate how essential a solid mathematical foundation is for creating something both solid and innovative. I’m truly grateful to @dviolettchan—without her, I never would have thought of this idea, even though, due to political reasons, we can't cowork directly.
