SHERLOCK - the detector for AI-written code
Meet SHERLOCK, my machine learning final project output…
Meet SHERLOCK, my machine learning final project output…
This is a trailor of SHERLOCK - my machine learning final project. I’ve really been obsessively perfecting my final course thesis (as we’ve talked about it before here). Though immensely energy and time consuming, they’re just for fun but I’m proud of them for their beauty. and the result is pretty nice as well. Abstract We introduce SHERLOCK, an innovative machine learning model designed to differentiate human-written code from AI-generated code in educational settings. By combining perturbation analysis with advanced machine learning, SHERLOCK significantly outperforms existing detection techniques, achieving a precision rate over 0.8 and a model score beyond 0.75. Our contribution addresses a critical need in maintaining academic integrity in programming courses amidst the rise of AI coding tools, marking an interesting direction to the field of AI-generated content detection. ...

It’d be cool to use the opening lyrics of Ariana Grande’s 7th album lead single yes, and to be a title. And, in case you haven’t noticed, the music video is out today and it’s next level. You’ll just love it. And there’s a really cool rap cover version. Well, similar people attracts and us Arianators are as gifted and brilliant as usual. ‘i read it on the internet so it much be true’, ‘her ponytails looks better when it was a few cms higher’, ‘i mean who cares if she’s happy. i don’t want happy. i want art (rolling eyes).’, and look how ironic it is that for the main theme this single is displaying, YouTube is recommending one of those ‘mean comment’ videos right after. ...
On the day trip to HangZhou, spending a day of void in the mountains, it’s like mindfulness refilled. Drop the obsession, problems would be gone.
Work expands so as to fill the time available for its completion.
As a rookie, I dare not factorize and comment on such high level work. But basically…
Blackpink really do have nice resources. Their live version’s backup vocal though, is a little bit too loud.
2024 is going to be cute in various perspectives: new music! finally.

Trailer of SHERLOCK.
It’s always a refreshing activity to start the morning with a MS paper - even better, a freshly published one right in Nov. 2023. Dynamic Persuasion and Strategic Search Yunfei (Jesse) Yao, Management Science 22 Nov 2023 ABSTRACT Consumers frequently search for information before making decisions. Because their search and purchase decisions depend on the information environment, firms have a strong incentive to influence it. This paper endogenizes the consumer’s information environment from the firm’s perspective and endogenizes the search decision from the consumer’s perspective. We consider a dynamic model where a firm sequentially persuades a consumer to purchase the product. The consumer only wishes to buy the product if it is a good match. The firm designs the information structure. Given the endogenous information environment, the consumer trades off the benefit and cost of information acquisition and decides whether to search for more information. Given the information acquisition strategy of the consumer, the firm trades off the benefit and cost of information provision and determines how much information to provide. This paper characterizes the optimal information structure under a general signal space. We find that the firm only smooths information provision over multiple periods if the consumer is optimistic about the product fit before searching for information. Moreover, if the search cost for the consumer is high, the firm designs the information such that the consumer will be certain that the product is a good match and will purchase it after observing a positive signal. If the search cost is low, the firm provides noisy information such that the consumer will be uncertain about the product fit but will still buy it after observing a positive signal. ...