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KD-Zero: Evolving Knowledge Distiller for Any Teacher-Student Pairs

Neural Information Processing Systems

Knowledge distillation (KD) has emerged as an effective technique for compressing models that can enhance the lightweight model. Conventional KD methods propose various designs to allow student model to imitate the teacher better.





Appendix 420 A Missing Proofs of Section 4 421

Neural Information Processing Systems

We start by proving statement (ii). We now prove statement (iii). The last constraint is trivially satisfied. This can be easily shown by induction. 's constraint remains equal when Let's pick such a branching Moreover, observe that every edge in B is tight.


EU launches second investigation into Grok's nonconsensual image generation

Engadget

Samsung Galaxy Unpacked 2026 is Feb. 25 Valve's Steam Machine: Everything we know EU launches second investigation into Grok's nonconsensual image generation Grok has been accused of creating sexual images of children, alongside other violations. X is facing yet another investigation into Grok's reported creation of nonconsensual sexual images on the platform. Ireland's Data Protection Commission (DPC) has announced an inquiry into X regarding the harmful, intimate images and processing of EU and EEA individuals' personal data -- including children. In an 11-day period, X generated about three million sexualized images, an estimated 23,000 of which were of children. British nonprofit, the Center for Countering Digital Hate (CCDH) announced the results of its December 29 to January 9 review last month.


The Simplest Android App for Scanning Documents

WIRED

Most scanning apps try to get you to buy a cloud storage subscription or pay for extras. Not FairScan, which is free and open-source, and has some powerful features. If you're interested in going paperless, you probably think you need a scanner. It's true that hardware scanners make turning multipage documents into PDFs very simple. But most of us don't have easy access to a scanner.



ANPL: Towards Natural Programming with Interactive Decomposition Di Huang

Neural Information Processing Systems

Though LLMs are capable of generating plausible programs, it's challenging to interact with the LLMs further to revise the program, especially if the user's specific requirements are different from the initial proposal.