Nano Banana Pro
Agent skill for nano-banana-pro
- I have literally learnt a lot from my great mentor, [Ayush Jain](https://ayushj240.github.io/). He shared not only tips but also many of useful links to learn from.
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Paper’s contribution is msg about one key idea that is new and important. There seem to be 2 main kinds of contributions you could make with your paper;
Other ways to make research contributions;
Research storyline
Literature review to Find the candidate topics
Objective: To understand the prior works and form a candidate project idea
Compile a list of papers or blog posts by scanning
Twitter / ML posts on Reddit / Conferences(eg., NIPS/ICML/ICLR) / Friends / Deep Learning Monitor / Arxiv Sanity reserver / Google Blog etc...
Interesting example about how to select relevant papers
Get the gestalt right. I remember being impressed with Fei-Fei (my adviser) once during a reviewing session. I had a stack of 4 papers I had reviewed over the last several hours and she picked them up, flipped through each one for 10 seconds, and said one of them was good and the other three bad. Indeed, I was accepting the one and rejecting the other three, but something that took me several hours took her seconds. Fei-Fei was relying on the gestalt of the papers as a powerful heuristic. Your papers, as you become a more senior researcher take on a characteristic look. An introduction of ~1 page. A ~1 page related work section with a good density of citations - not too sparse but not too crowded. A well-designed pull figure (on page 1 or 2) and system figure (on page 3) that were not made in MS Paint. A technical section with some math symbols somewhere, results tables with lots of numbers and some of them bold, one additional cute analysis experiment, and the paper has exactly 8 pages (the page limit) and not a single line less. You’ll have to learn how to endow your papers with the same gestalt because many researchers rely on it as a cognitive shortcut when they judge your work. From "A Survival Guide to a PhD" by Andrej Karpathy
Paper-reading check list: Multiple paths in reading papers to check the following
How to summarise papers?
Organise/categorise the related works
Make sure to check the codebase
Discuss with co-workers after going over a few seemingly relevant papers
Tips:
What does "Carefully read a paper" mean? by Ayush
Looking around yourself to find real-world issues is important
Draft the storyline
Tips by Ayush
Experiments
Paper-writing