Interpretations and the Line

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Category : Personal


I was very upset (well maybe puzzled?) with the multiple online intepretations of something I read recently, and I have a hypothesis about this haha. I feel Doestoevsky is weirdly one of those guys who got a lot of things right? Well or maybe, there are fundamental problems that exist. Very well, I love how this kinda agrees with the fact that, one creates one’s own problems? Maybe this fact was the thing that stayed timeless?

The post from yesterday, there were a few things about the image that I did consider while drawing it. Okay, first things first, the one on the left was supposed to be a depiction of the hierarchical system where the first thought was a baby (the hairstyle) and in green, and the older person (again, from the hairstyle) in red, putting the first thought down. The fact that both of them were wearing diapers, was to show that they both had problems/flaws and the fact that both of them had a hunched back, was to show how these pillars were, infact just me (or atleast a depiction of me) and being in this school, did really kinda make me feel weak (kinda hunched again). It was also intentional that the green kid was sitting (in a lower height) and the old man was standing, which kinda imposed a difference in someway, allowing factors like this (and the age of course) to establish psuedo ‘levels’ or hierarchies that doesn’t necessarily have to exist. Meanwhile, the one on the right, where they were all of the same color, same heights, on the same pedestals, was to show that these factors that created (or at least made it look like, or cause the psuedo order of priority) were same for all of them. There were still differences like the hairstyle, and the arms, and the expressions, which was to show the arguments between each other. This is all that I thought about, not much I know, but I’m no piccaso nor a doestoevsky, nor do I intend to be one, at least intentionally. Meanwhile, the kind soul pointed out parallels to how the red and green people were just different versions of one person with different internal pillar structure beliefs, and that the abuse there was a depiction of envy? and the group on the right was more of a jury, the actual pillars on a meta level judging one’s multiple selfs and not necessarily the pillars themselves? wow.

Creation is a function from one space to another which is mostly a projection mapping (psychologically, as well as, I’d argue theoreticaly in someway?), why is that? because you go through so many experiences and no matter what it is that you’re putting down, is a ‘product’ or more an ‘aftermath’ of the experiences you’ve gone through. If you argue, my immediate response would be that, the person deciding to create is by itself an aftermath of the experiences (haha? idk, prolly). While unfortunately interpretation is the other way around, a projection’s inverse, which unfortunately doesn’t really exist as ‘one’ solution/function necessarily. So technically, that would kinda, idk, explain easier, that from a set perspective, that even for the same person, there could be more interpretations of the same art. The beauty (that can turn ugly real quick) here is that people tend to extend this psuedoinverse to then create more points/maps that weren’t really intended earlier like the case above, but crossing this line, usually, mostly, ends up bad.

Expanding on this, (unfortunately?) if every action of yours is a product of your experience too, for convenience sake, lets call your actions ‘art’ too. Trying to understand one’s thoughts/feeling through their art technically shouldn’t be possible? But yes, I understand function approximators exist (WE LIVE IN THE AI ERA DAWG? - I hear you ‘well actually’ meme person, jk sorry if that was rude, I mostly assume its me who will read this later in the future, and nobody else, so, well am I allowed to make fun of the future version of myself, if its not really me and its another person intrinsically? idk), and technically the whole idea of therapists is having people with strong enough priors on these functions to be able to make the other person’s life better by understanding their thoughts and feelings? Makes me nervous for them. How do some people be so confident enough, to first, believe they have a good sense of what’s good/bad in the world, then a conditional function on what is good/bad for another person, and finally, be able to make calls that they believe will change the other person’s life that the other person ‘ACTUALLLY’ does in their life? This makes me so scared. The fact that your actions have reciprocations on someone’s life trajectory sounds so scary. I know I’ve ruined multiple lives by being a part of it, and that’s something I’ll never forgive myself for, but I think that I’m slightly more mature now, that I want to be changing people’s lives the least possible way because I STRONGLY BELIEVE, that the first hypothesis (that one knows whats good and bad in the world) is very shaky to begin with, and me specifically? man, I do not know anything. That’s a line I’m never crossing. Well, I do see, how the more confident you are in the psuedo inverse, the fact that you know a good enough chunk of what’s good bad with a high confidence, does have the potential to move the line around. But really, I guess I’m someone who isn’t crossing the line unless I’m absolutely sure, given how all I’ve done crossing it is making lives harder for people. But, I do want to help people sometimes. This grows out to the classic problem of, if you see a snake eating a bird, people ask you to not interfere and try and save the bird, because, well its the flow of nature, you let things happen the way they’re supposed to happen, without you being present. But am I not part of nature too? Isolating myself and letting things happen the “way” they happen, is all good, but what’s the point of my existence then? How do I borrow sorrow and wither, if that was what gave my existence meaning? When do I cross the line? When and Where is the line? Will nature be okay with it, will they still let me over, if I cross the line?

I see people who cross their line. I’m not envious of their boldness to cross the line, rather inspired. Is it envy, to wish I had the clarity to want to either cross or not to, or is it growth? I don’t judge either choices, just admire those who have one. Why did the chicken cross the road, I thought would be a funny joke to add here, but well, atleast the chicken ‘crossed’ the road, didn’t it? I’m happy for the chicken, not envious of it.

About Vihaan Akshaay

I am an Applied AI Researcher with first-author publications at top-tier venues, including ICLR 2025 and NeurIPS 2023, in Computer Vision and Deep Reinforcement Learning. My work spans five research internships across premier institutions, including The Jackson Laboratory (JAX), IIT Madras, Georgia Tech, NTU Singapore, and a joint role at UC Santa Barbara and Carnegie Mellon University.

My research bridges disciplines—developing AI systems for biological behavior analysis, robotics, mechanical systems, and Earth sciences. At IIT Madras, I led the iBot Robotics Club and co-developed the ARTEMIS Railroad Crack Detection Robot, winning the International James Dyson Award. My Master’s thesis on unsupervised behavior recognition in mice was advised by B. Ravindran and Dr. Vivek Kumar at JAX.

I recently completed my M.S. in Computer Science at UC Santa Barbara, working under Lei Li and Yu-Xiang Wang. Inspired by human problem-solving strategies, I proposed a bi-directional framework for goal conditioning in state-space search. I also introduced an edge-attention-based U-Net for environmental segmentation and helped curate a large-scale landslide detection dataset with Gen Li using 40 years of Landsat imagery.

Other projects include analyzing the stability of Deep Q-Networks with Siva Theja Maguluri at Georgia Tech and designing kernelized deep randomized models (eDRVFLs) with P. N. Suganthan at NTU Singapore.

I specialize in translating cutting-edge AI theory into practical, high-impact solutions across domains. I am currently seeking opportunities in applied AI research or machine learning engineering roles, particularly those focused on impactful, real-world applications.

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