Ojas Shirekar (@ossjs) profile picture

PhD CS @TUDelft | Advised by @chiragraman | Generative Multimodal ML | Free Energy | Cognition | Physical Intelligence | https://teapaw.org/t.co/3Ds5iS4gQm

Delft, The Netherlands
Joined August 2009
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Ojas Shirekar retweeted
ICLR 2027 reviews are out. I pulled every ICLR review since 2025, about 250k of them, and it's not looking great. AI written reviews are now the majority (* based on a sample): 2025: 18% 2026: 41% 2027: 65% Scores are collapsing into the middle, and as others have pointed out - most consolidate around "Weak reject" (score 2). Weak rejects went from 36% of all scores to 57%. Clear accepts and rejects fell from 41% to 21%. An indication that this is an AI phenomena - AI-flagged reviews picked a clear side less than half as often as humans. Then you have the really awkward slip-ups. 94 reviews this year call the paper "the provided manuscript." That's chatbot for "the PDF you uploaded." In 2025 there were zero. 28 complain the paper is full of garbled numbers. Those are probably the line numbers embedded in the submission's margins, which is what they look like after a chatbot turns the PDF into text. 23 reviews have a Weaknesses section written for a different paper, word for word. For example, one paper on RL training got criticized for its chemistry. It has no chemistry. In half of these cases, the two reviews were posted less than 9 minutes apart. I'll leave everyone to draw their own conclusions, but clearly we're not adapting quickly enough.
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I am an AC for ICLR 2026. One of the papers in my batch was just withdrawn. The authors wrote a brief response, explaining why the reviewers failed at their job. I agree with most of their comments. The authors gave up. They are fed up. Just like many of us. I understand. We pretend the emperor has clothes, but he is naked. Here is the final part of their withdrawal notice. I took the liberty to make it public, to highlight that what we are doing with AI conference reviews these last few years is, basically, madness. --- Comment: We thank the reviewers for their time. However, upon reading the reviews for our paper, it became immediately apparent that the four "reject" ratings are not based on good-faith academic disagreement, but on a critical failure to read the submitted paper. The reviews are rife with demonstrably false claims that are directly contradicted by the text. The core justifications for rejection rely on asserting that key components are "missing" when they are explicitly detailed in the manuscript. Some specific examples are (and many are even fake claims). Claim: Harder tasks like GSM8K are missing. Fact: GSM8K results are in many tables, like Table 2 (Section 4.2) and Appendix G. Claim: The method does not use per-layer ranks. Fact: This is the entire point of our method. The reviewer clearly mistook our method for the baselines. (Section 2, Table 1). Claim: The GP kernel is not specified. Fact: It is specified in Appendix E (Table 6). Claim: There is no ablation of the method's three stages. Fact: Section 4.4 ("Ablation Study") and Appendix J are dedicated to this. Reviewers have a fundamental responsibility to read and evaluate the work they are assigned. The nature of these errors is so fundamental, so systemic in overlooking explicit content, that it goes far beyond what "limited time" or "oversight" can explain. This work has gone through several rounds of revision over the last year. In earlier submissions, the paper usually received borderline or weak-accept scores. Numerous signs strongly suggest that some reviewers are relying entirely on AI tools to automatically generate peer reviews, rather than fulfilling their fundamental responsibility of personally reading and evaluating manuscripts. We strongly protest this. This is a gross disrespect to the authors. It is a flagrant desecration of the reviewer's sacred duty. It fundamentally undermines the integrity of the entire peer-review process. Given that the reviews are not based on the actual content of our paper, we have decided to withdraw the submission. We leave this comment so that future readers of the OpenReview page are aware that the items described as "missing" are already present in the submitted manuscript. These negative reviews for this submission are factually unsound and do not reflect the content of the paper. We cannot and will not accept an assessment that is not based on the work we actually submitted.
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Ojas Shirekar retweeted
We suddenly became twice as interested in the "appendix"... 🙃 #ICLR2027
Replying to @TuhinChakr
2 out of 3 talk about appendix experiments, I don't even need Pangram to know no person would do that
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Ojas Shirekar retweeted
I took an Advanced Topics in Computer Vision for my masters in CS focused in AI. CSC 577. Top-tier American university, 2017. I was the only non-Chinese student in the class. The professor was Chinese. I arrived late for a class by ~ten minutes, walked in, and it was being taught in Mandarin. This debate is insane
Abdul El-Sayed is the Pause AI candidate:
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Ojas Shirekar retweeted
Asked one of our developers how he uses his AI agents and he just sent me this:
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Ojas Shirekar retweeted
Be like 🇨🇭 Don’t be like 🇪🇺 Arnaud nails it. ✅👇
Other European countries should consider studying the foreign policy of their Swiss neighbor: they've achieved the pretty extraordinary feat of securing duty-free access to China for over 99% of their exports (the final number is actually 99.8%: caixinglobal.com/2026-08-25/…). Funny what happens when you're a genuine democracy that works for its citizens' interests and does true diplomacy: much less theatrics and a lot more to show for it.
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Ojas Shirekar retweeted
I’ll be in my hometown Guntur sometime next week for few days. Anyone on my TL from there and are into AI research? I’d love to chat and offer any guidance. 🙂 (Appreciate retweets to reach some right folks!)
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I just got back from India. It was the most incredible trip, filled with renewed relationships, new friendships and new knowledge. There is no doubt traveling is hard, but what we gain from expanding our perspectives outweighs any biological wreckage we might experience.
International travel is biological wreckage. It's not my intent to rain on your parade or suggest you not travel. I learned first hand from measuring my biomarkers traveling to China, India and Australia. Sharing to be useful in your life decision making.
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Ojas Shirekar retweeted
Can someone please train a frontier language models that is actually good at LANGUAGE! Specifically writing. WTF is wrong with these shitty ass frontier models with absolutely horrible writing. They seem to be getting worse with every version.
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What a bizarre future. I wanted to play Halo: Combat Evolved for the first time with @robertskmiles, and we wanted local multiplayer across two screens, and a model could just immediately add that feature to the decompilation.
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Ojas Shirekar retweeted
How can AI systems explore combinations of ideas that they have rarely, or never, encountered? In PRISM, we use analogical reasoning to support creative exploration in the long tail of the data distribution: drawing on familiar relationships to make sense of unfamiliar combinations. Specifically, we introduce an approach grounded in category theory to make conceptual relationships explicit, measure their correspondence across domains, and use them to guide generation. We use visual metaphor generation as a concrete test. What would it mean to depict "Thought is a vulture" or "My mind is a desert and I am an explorer"? The images need to convey the relationships that make these analogies meaningful. The gallery compares zero-shot generation with PRISM's refined outputs. Both PRISM variants use GPT-Image 1.5 to generate images, with Claude Sonnet 4.6 or GPT-6 Astra extracting relational structure and guiding prompt revision. Work led by @mirellazeisler, with @ossjs, @MirceaTudor4, and me at the Tapri Lab. 📄: arxiv.org/abs/2610.01383 #AnalogicalReasoning #Creativity 🧵1/5
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Ojas Shirekar retweeted
Elon, you've officially run out of arguments. Now every Indian who disagrees with you is "Ambani's shill." Nobody said Starlink is too strong. Nobody's scared of your competition. India's problem is you. A Pentagon contractor building Trump's Golden Dome wants to run internet over Indian soil, and he throws a tantrum every time someone asks who holds the off switch. Ambani's de facto monopoly? You SIGNED A DEAL with that monopoly in March 2025 to sell Starlink in India. You didn't have a problem with Ambani when he was your reseller. You only discovered his monopoly when Jio announced its own satellites. And let's talk about hypocrisy. Tesla's biggest factory is in Shanghai. Starlink is banned in China. Have you ever called Xi Jinping a monopolist? Called Chinese critics shills? Written a sarcastic letter to Prime Minister Xi? No. Because Beijing would shut your factory by Monday. India can't, so India gets the insults. now the math your own fans keep posting starlink could add 100–200 million Indian homes. Starlink is approved for 600 Gbps over India. Split across 100 million homes, that's 6 kilobits per second each. Your revolution is slower than a 1998 dial-up modem. 🤡 If it's too expensive, no one will buy it. Your own India website showed ₹8,600 a month. A Jio plan costs ₹349. Indians already ran the numbers. Five days of meltdown. Crime against India. Prime Minister Ambani. collages. And now shills. The richest man on earth, crying on his own app because a sovereign country wants a security check. Sit down, elon. Finish the paperwork. India isn't a tesla shareholder you can bully on X.
The ridiculous arguments by Ambani’s army of Internet shills make no sense On the one hand, they say Starlink couldn’t possibly compete with the amazing low prices offered by Ambani’s de facto monopoly in India and then, in the same breath, they essentially claim that Starlink would be too strong of a competitor! This is absurd hypocrisy and hyperbole. The reality is that competition would greatly benefit the average citizen in India by giving them more choices, as it always does. Ambani’s profits will be lower, but he is not going out of business. And, obviously, if Starlink is too expensive in India, no one will buy it, so SpaceX will need to make pricing affordable.
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Ojas Shirekar retweeted
Imagine referring to someone solving problems in a field as the field being annihilated...
Fields medallist Hugo Duminil-Copin was deeply shaken by OpenAI’s release of more than 700 AI-generated mathematical manuscripts, including work on 16 questions directly relevant to his research. “On Tuesday night, I cried, and it woke up my daughter” “They have annihilated my field of research.” lemonde.fr/sciences/article/…
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Ojas Shirekar retweeted
Europe is dead. My son hurt his foot. Couldn't sleep from the pain. Called for help: give painkillers, call tomorrow. Now 4 hours at emergency in the Netherlands, still waiting for a cast. Taxed 50% on everything. This is what you get when you need care. Time to leave.
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Dear Elon @elonmusk You hv certainly stirred up plenty of reaction with ur posts. But this needs a response from me, as did ur “Electronic Voting machines can be hacked” post from some time ago. As someone who knows a little bit abt Telecom as someone who played a decent-ish role in building Indias wireless sector as an Entrepreneur and then as a policy maker , let me share my thoughts. It is true that Indias Telecom was a sector beset with opaqueness and corruption for several decades - where cronies ruled under the benevolent love and the politics of ur latest fan (name not withheld - @RahulGandhi ) But under PM @narendramodi , 3 principles govern the tech (including Telecom/Internet) sector. Open, Safe & Trusted and Accountable. #OSTA ✅ Open - Free from any monopoly-duopoly. Free and fair competition. ✅ #SafeAndTrusted - Infra, Network , Platforms must be safe and trusted. ✅ Accountable - Every participant should be legally accountable for safety and trust. I was a MP first and then part of PM @narendramodi jis team when this framework was developed. I have more than a little experience of fighting years of political and bureaucratic opaqueness and corruption, which shaped these principles. so todays India is not that old crony driven India. I am not in govt anymore and certainly dont speak for it. But it seems to me that Govt has made it clear: all three satcom licensees are at broadly the same stage of ensuring security clearance by verifying its safety and trust first, then spectrum. Satellite IP services have many security implications. More so in a country like India which has faced years of Terror and insurgency supported by inmical state actors in our neighbourhood. From 26/11 terror attacks to recent ones in Pahalgam, satcom has been preferred comm for Terrorists. Satellite VOIP and encryption creates more challenges security wise. Not insurmountable but new capabilities and capacity hv to be built to ensure Safety and Trust. I hv used @Starlink and I think its awesome technology - and represents a new era in mobility innovation. No doubt. But a country has to plan for itself and its interests before every new choice. Thats what India is doing. Patience is unavoidable and in this case is a necessity.
Starlink is licensed in over 165 countries and has spent five years complying with every single law and requirement of the government of India, so why still no license? Is Ambani the real boss of India?
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Ojas Shirekar retweeted
Mr. Musk, yes, no billionaire should dictate a nation’s policy - Indian or American. India must welcome competition in satellite internet, from Indian and global providers, whoever offers the most practical and affordable last-mile solution for those in remote regions. In countries with lower per-capita incomes, satellite internet must be affordable too. High subscription fees and equipment costs risk putting it beyond the reach of ordinary households. Connectivity must bridge the digital divide, not create a new one. India knows our networks and spectrum are strategic infrastructure, not merely commercial assets. India’s national security safeguards are non-negotiable. Every country makes choices based on its own interests. Those in the West cannot preach free markets while practicing protectionism at home. USA imposed 100% tariffs on Chinese EVs to protect its domestic industry, just as India takes measures to protect its own domestic manufacturers. Both India and the US have restricted Huawei over security concerns. One cannot demand a level playing field from others only when it suits its own agenda. Indians will internally debate, question and address our strengths and shortcomings as a democratic country. Take BharatNet, India’s programme to bring broadband to village-level local bodies. We will question why, as the CAG’s 2026 audit report found, the programme is struggling to meet its original objectives. Why were only 33.2% of service-ready Gram Panchayats operational, despite ₹39,888 crore being spent? At the same time, we know to appreciate our telecom sector and regulations, which has made internet data among the world’s most affordable, bringing millions online. India is a democracy, not a colony. We welcome the world, but we, the Indian people, will decide our own future - not Western vested interests, their double standards or any billionaire - Indian or American.
Starlink is licensed in over 165 countries and has spent five years complying with every single law and requirement of the government of India, so why still no license? Is Ambani the real boss of India?
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Ojas Shirekar retweeted
Replying to @KrzakalaF
Au contraire. C'est une nouvelle ère qui s'ouvre pour les mathématiques. Une ère où la démonstration formelle est largement automatisée et où l'accent sera reporté sur le développement de nouveaux concepts, nouvelles abstractions, nouvelles définitions, et nouvelles conjectures. L'invention du bateau a réduit l'importance de la nage, mais a permis la découverte de nouvelles terres.
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Ojas Shirekar retweeted
How can cooperating agents maintain a shared strategy while adapting their individual tactics? This question has been driving our recent work on continual adaptation and cultural learning in agents, which is timely amidst the growing interest in agent swarms. In OverForge, we draw inspiration from the prefrontal cortex's role in maintaining goals and coordinating behaviour across levels of abstraction. Concretely, we introduce explicit strategic and tactical reasoning into an agent's internal world model, allowing it to imagine how its choices and simulated partner responses might unfold before acting. Work led by @FronMadali41523, with @ossjs: arxiv.org/abs/2609.39727 🧵1/5
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Ojas Shirekar retweeted
Notion is crazy because how did they make it feel vibecoded before ai even existed
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Ojas Shirekar retweeted
Astra feels significantly dumber for me today. Making some alarmingly simple mistakes on a research task that Astra on Day 1 wouldn't Was only a matter of time before The Post-Launch Lobotomy™️. Shame
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