Nidhika

We need constraints in Generative AI Models Now

Enough of unconstrained generative AI outputs. It often leads to wrong or harmful outputs. How to make LLM safe? Time for constraints in models. How can constraints help? — — No unintended outputs — — By controlling models, we control the right outputs — — The regularization of gen AI can be done by governmentsContinue reading “We need constraints in Generative AI Models Now”

Unconstrained LLMs, How Long? Safe, secure, and trusted constraint-based LLMs

Note: This is a duplicate copy of original fine with DOI:10.13140/RG.2.2.15511.02722. The pdf can be accessed at, (PDF) Unconstrained LLMs, How Long? Safe, secure, and trusted constraint-based LLMs Abstract: Most LLMs are unconstrained optimization problems (UMP). The problems of hallucinations and dangerous images and texts produced by LLMs persist. How can this problem be solved? WhyContinue reading “Unconstrained LLMs, How Long? Safe, secure, and trusted constraint-based LLMs”

Is Scientific Research with AI Possible? Correct? Is it Valuable? Your inputs and AI Intrigue: Case study: Model for Fuzzy Rough Set-based TW — SVM

Greetings, New year time, let’s see where AI has reached. AI claims a lot, but now, let’s see if AI can generate a research model in tandem with a human intrigue researcher? Let’s see if scientists need to use AI research tools? Would using AI tools by scientists would be for betterment of research? WouldContinue reading “Is Scientific Research with AI Possible? Correct? Is it Valuable? Your inputs and AI Intrigue: Case study: Model for Fuzzy Rough Set-based TW — SVM”

Robots and Life in the coming times. Robots dancing to numbers in China…Why should we be behind?

Chinese robots have nothing more to do, so they are dancing on dance floors? Or do they have a special dance with the singers they are dancing with? Or do they want to show their coordination and skills? Or it’s just a surprise in monotonous jobs done for years! Yes, Chinese Singers, surprise caught theContinue reading “Robots and Life in the coming times. Robots dancing to numbers in China…Why should we be behind?”

Merry Christmas there

#christmas #hope #joy Greetings, Merry Christmas there! How are you doing? It’s a festival of love. Let’s shower love in your own life. Start with yourself, love yourself, protect yourself. Yesterday, an 8-year-old said to me here in Delhi, “I don’t celebrate Christmas, as Santa gives no gifts.” I felt bad, as I love ChristmasContinue reading “Merry Christmas there”

Memory Learning, Model Titans (Behrouz et al, 2024)

“Titans: Learning to memorize at test time. arXiv preprint arXiv:2501.00663” This paper (Behrouz et al, 2024) [1] aims to build a memory learning model that is efficient, uses less memory, and learns and predicts more. Neural learning is the basis of memory-based learning. Forgetting is important too, and too much forgetting can lose essential data about the input.Continue reading “Memory Learning, Model Titans (Behrouz et al, 2024)”

Nested Learning: Part II

#ai #llm #deeplearning #ml Here is the video lecture, subscribe for updates, https://www.youtube.com/watch?v=qDwAm1f0JBY Some concerns, it catches the forgetting behavior of LLMs, the context once gone can be looked into nested memories and hence can be revised if nested parameters and memories are referenced. The pre training can’t be edited but the computation of temporaryContinue reading “Nested Learning: Part II”

Nested Learning- Part I-Associated Memory and Momentum

Here we discuss one of the latest paper in 2025 in AI from Google Research given in [1] reference. The paper is titled, “Nested learning: The illusion of deep learning architectures” and is published in “Neural Information Processing Systems” . The contributors are: Behrouz, A., Razaviyayn, M., Zhong, P., & Mirrokni, V. The Authors suggest thatContinue reading “Nested Learning- Part I-Associated Memory and Momentum”

Can Animals learn from AI? Do we need AI to do it for our pets?

Imagine your pets at home when you are outside in the office? What if you can see them? There are three kinds of learning: supervised, unsupervised, and semi-supervised. AI can teach in any of these modes, if pets are receptive to it. What if an Intelligent Pet AI App on your TV can guide yourContinue reading “Can Animals learn from AI? Do we need AI to do it for our pets?”

Predicting the Insulin dose Intelligently for perusal by humans- Missing Part-Upload Meal Image for Calories!

#ai #health Note: This method may have some fuzziness assigned to it, but it’s still not foolproof and needs to be validated. Therefore, it’s not fully reliable. Always seek an opinion on your insulin dose before taking it, or stay within a safe dosage range. Some of the past works in this area use: ThereContinue reading “Predicting the Insulin dose Intelligently for perusal by humans- Missing Part-Upload Meal Image for Calories!”