Ankit Kulshrestha

PhD| Research scientist @ Fujitsu Research| QML| Deep Learning | Blog at: | कष्टमेवसुखः कष्टमेवसाधना कष्टमेवमोक्षः ॥

[Ankit Kulshrestha @aicaffeinelife]

@AlexiGlad I like how this is similar to “Active Search” for Neural- CO by Bello et al. Really neat idea!

[Jay Anderson @TheProjectUnity]

Holy shit...

The bacterial flagellar motor is a reversible, nanoscale rotary engine that powers bacterial motility. Driven by an electrochemical ion gradient, it converts chemical energy into mechanical rotation.

Are these Indian temple pillars... is this... 🤯

[Ankit Kulshrestha @aicaffeinelife]

@hardmaru Whoa.

[Ankit Kulshrestha @aicaffeinelife]

New paper out on arXiv!

[Quantum Physics Papers @QuantumPapers]

On the importance of hyperparameters in initializing parameterized quantum circuits

Ankit Kulshrestha, Sarvagya Upadhyay
https://t.co/kjc06Mqx9G [𝚚𝚞𝚊𝚗𝚝-𝚙𝚑]

[Ankit Kulshrestha @aicaffeinelife]

@deedydas This…is incredibly dangerous 😳

[Ankit Kulshrestha @aicaffeinelife]

@deedydas @vjgtweets Ooh! I always loved Byomkesh! His DD national serial were amazing. Can’t wait to read the books 😁

[Ankit Kulshrestha @aicaffeinelife]

The loss of a soldier is a sad one, but when someone you knew from your BTech days passes away so young on duty, it becomes more sad. Veergati is indeed for the fortunate few. Om Shanti to Sqdrn Leader Anuj Vashisth 🙏

[Ankit Kulshrestha @aicaffeinelife]

@ChShersh Binary search by constructing a binary search tree? Queries of values between range [x, y) and (x, y] can be answered in log time. *Shrug*

[Ankit Kulshrestha @aicaffeinelife]

@JeffDean Excited to see RNNs get (long overdue) love again!

[Ankit Kulshrestha @aicaffeinelife]

Just watched Baramulla last night. I couldn’t take my eyes off the calm beauty of the hills where supernatural chaos was building. The ending left me in tears. Hats off to Aditya Dhar for making this movie. Brilliant performances by Manav Kaul and @bhashasumbli deserve all the praise they are receiving!

[Ankit Kulshrestha @aicaffeinelife]

Give it a read and let me know your thoughts: https://t.co/FlrSNaDGwg

[Ankit Kulshrestha @aicaffeinelife]

New blog post 🚨: In this blog post I introduce an extension to Hinton's Distillation Loss. I proposed this extension eight years ago when I was pursuing my MS degree. There are two main takeaways from the blog post:

[Ankit Kulshrestha @aicaffeinelife]

1. You can use an ensemble of teachers to distill knowledge into a single student model.
2. Non uniform temperature distillation often is more effective than uniform temperature distillation.

[Ankit Kulshrestha @aicaffeinelife]

@soumithchintala Thanks for all your great and hard work. PyTorch will evolve and become something else, but it will always be your creation. Good luck on whatever you do next!

[Ankit Kulshrestha @aicaffeinelife]

Do give it a read here: https://t.co/sfVpsqNMBT

[Ankit Kulshrestha @aicaffeinelife]

New publication 🚨!! Extremely happy to announce that our work "Neural Architecture Search Algorithms for Quantum Autoencoders" has been published in IEEE TQE Journal. A🧵:

[Ankit Kulshrestha @aicaffeinelife]

The fun part? You can use these algorithms standalone or together (like Lego blocks). However, for best performance we recommend using RELM with RES initialization.

[Ankit Kulshrestha @aicaffeinelife]

@zhaisf Just a single layer mlp with sigmoid or reLu ? If sigmoid, Overtraining regime observation could be due to sigmoid saturation.