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We show that best-of-N (BoN) is a much better baseline for diffusion test-time scaling when done right. Our core premise is that NFEs provide a false sense of efficiency by ignoring several underlying factors, such as verifier costs. We then introduce Flash-BoN, which encourages broader exploration of samples than... repeated intermediate validation. Overall, our findings are simple: 1. Report NFEs AND wallclock time (so that the algorithms that verify more frequently are validated appropriately) 2. Spend (test-time) compute on exploring more rather than frequent intermediate validations When we combined the two, we see that BoN either outperforms or is on par with other fancier techniques. Extended thread 👇show more

Sayak Paul

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23,768 次观看 • 1 个月前 •via X (Twitter)

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Fasting is far more than simply abstaining from food; it is a profound act of training for the soul. By denying our bodies simple pleasures or extra portions, we actively learn that we can say "no" to our physical urges, even when we are hungry. This practice builds a specific kind of willpower—always supported by the Grace of God—that proves invaluable when we face stronger challenges, such as the struggle with lust.

Fasting is far more than simply abstaining from food; it is a profound act of training for the soul. By denying our bodies simple pleasures or extra portions, we actively learn that we can say "no" to our physical urges, even when we are hungry. This practice builds a specific kind of willpower—always supported by the Grace of God—that proves invaluable when we face stronger challenges, such as the struggle with lust.

Orthodox Christian

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.Under Secretary of War Michael Duffey: "We would always like to have more weapons than we have right now, which is why we are so focused on engaging with our industrial partners, entering these deals, and ensuring that we ramp the production of these key missiles as quickly as possible. We are making up for lost time. The Biden Administration did not deliver — they did not focus on developing the industrial base that we need in order to ensure that we have munitions for the foreseeable future. President Trump and Secretary Hegseth are delivering."

.Under Secretary of War Michael Duffey: "We would always like to have more weapons than we have right now, which is why we are so focused on engaging with our industrial partners, entering these deals, and ensuring that we ramp the production of these key missiles as quickly as possible. We are making up for lost time. The Biden Administration did not deliver — they did not focus on developing the industrial base that we need in order to ensure that we have munitions for the foreseeable future. President Trump and Secretary Hegseth are delivering."

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HASSETT: "Our estimates are based on modeling that we used last time, when I was Chairman of the Council of Economic Advisers ... we run the same models through this tax bill, it's even BETTER ... if you get 3% growth again, then that's more than $4T more in revenue than the CBO and these other bodies are giving us credit for."

HASSETT: "Our estimates are based on modeling that we used last time, when I was Chairman of the Council of Economic Advisers ... we run the same models through this tax bill, it's even BETTER ... if you get 3% growth again, then that's more than $4T more in revenue than the CBO and these other bodies are giving us credit for."

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King Charles III: " When NATO invoked Article 5 for the first time…in the face of terror, we answered the call together, as our people have done so for more than a century… that same unyielding resolve is needed for the defense of Ukraine…"

King Charles III: " When NATO invoked Article 5 for the first time…in the face of terror, we answered the call together, as our people have done so for more than a century… that same unyielding resolve is needed for the defense of Ukraine…"

CSPAN

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AOC: And it is a time such as this in which demanding what should be considered the most basic tenets of human dignity is considered a radical and outlandish act. It is a time as today when demanding affordable housing is considered a radical and outlandish act, that being able to afford our lives, our groceries, our transit, is considered an outlandish and radical act. That we accept our neighbor as ourselves — a radical and outlandish act. But we must remember, in a time such as this, we are not the crazy ones, New York City. We are not the outlandish, New York City. To demand affordable and decent housing, a decent wage, the right to health care, that we pay to care for our people instead of the flattening of Palestinians and oppressed people abroad is not a radical act — it is basic and core humanity.

AOC: And it is a time such as this in which demanding what should be considered the most basic tenets of human dignity is considered a radical and outlandish act. It is a time as today when demanding affordable housing is considered a radical and outlandish act, that being able to afford our lives, our groceries, our transit, is considered an outlandish and radical act. That we accept our neighbor as ourselves — a radical and outlandish act. But we must remember, in a time such as this, we are not the crazy ones, New York City. We are not the outlandish, New York City. To demand affordable and decent housing, a decent wage, the right to health care, that we pay to care for our people instead of the flattening of Palestinians and oppressed people abroad is not a radical act — it is basic and core humanity.

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Sanders: But there is another vision out there as well—a darker vision. It is a vision which says that we must give up on democracy, that we are too stupid and inept to govern ourselves, and that we must put more and more power into the hands of one man. It is a vision that says we should accept an economy in which a handful of oligarchs have unbelievable wealth while the vast majority of our people struggle to put food on the table. It is a vision that says the only thing that matters in life is the accumulation of money and power—and that it is OK if we lie, cheat, and steal to achieve those goals. It is a vision which says that we must hate each other because of where we were born, hate each other because of a different language someone speaks, hate each other because of differences in the color of our skin, or our religion, or our sexual orientation. It is a vision that foments hatred, division, and more division. It is an Orwellian vision, which says that we must live in a constant state of fear—that we must always have an enemy and that we must always be at war. It is a vision which says that we have unlimited amounts of money for bombs and guns and killing, but never enough money to feed our children, provide affordable housing, or enable our parents to retire with dignity.

Sanders: But there is another vision out there as well—a darker vision. It is a vision which says that we must give up on democracy, that we are too stupid and inept to govern ourselves, and that we must put more and more power into the hands of one man. It is a vision that says we should accept an economy in which a handful of oligarchs have unbelievable wealth while the vast majority of our people struggle to put food on the table. It is a vision that says the only thing that matters in life is the accumulation of money and power—and that it is OK if we lie, cheat, and steal to achieve those goals. It is a vision which says that we must hate each other because of where we were born, hate each other because of a different language someone speaks, hate each other because of differences in the color of our skin, or our religion, or our sexual orientation. It is a vision that foments hatred, division, and more division. It is an Orwellian vision, which says that we must live in a constant state of fear—that we must always have an enemy and that we must always be at war. It is a vision which says that we have unlimited amounts of money for bombs and guns and killing, but never enough money to feed our children, provide affordable housing, or enable our parents to retire with dignity.

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$“When you spend 5% of your annual Pentagon budget on supporting Ukraine, destroying 50% of Russian military equipment, then that’s a good investment.” This is exactly what I tell all them time. We have yet a good chance to destroy the Russian war machine with a fraction of what is needed later on. There is no way that Putin will ever stop unless when being defeated and destroyed on the battlefield. When we do it now then we even save our own cities and people. Ukraine is more than willing to destroy the invaders and we should be thankful to the people of Ukraine for that. Just do it!$

“When you spend 5% of your annual Pentagon budget on supporting Ukraine, destroying 50% of Russian military equipment, then that’s a good investment.” This is exactly what I tell all them time. We have yet a good chance to destroy the Russian war machine with a fraction of what is needed later on. There is no way that Putin will ever stop unless when being defeated and destroyed on the battlefield. When we do it now then we even save our own cities and people. Ukraine is more than willing to destroy the invaders and we should be thankful to the people of Ukraine for that. Just do it!

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Open Source Intel

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Sensitive content

Durand Bernarr told Lex P and Drea Nicole that the only time p-nis will excite him is if it’s uncut because he’s an uncut advocate and being circumcised is an unnecessary cosmetic surgery🫩🥀 “That’s why it is done when we are infants because if we are to get it later on in life we wouldn’t want to get it because it hurt and on top of that you are already removing 25% of our nerve endings, so guys that are uncircumcised feel more closely to how your clitoris feel when it’s stimulated than us that are circumcised”👀

flame⛧

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"We are not merely discussing a treaty; we are discussing the lifeline of more than 240 million people of Pakistan. When we identify ourselves as Pakistanis, we ask the question: who are we? If you go back into history, the Indus Valley Civilization defines us as people, whenever I go abroad, I often tell my counterparts that we are the people of the Indus Valley Civilization. Our identity is that we are people whose lives have been shaped on the banks of the mighty River Indus. As they say, water is life, and the Indus has given life to Pakistan. So, when we say that the Indus is our lifeline and that the 240 million people of Pakistan have an inalienable right to its waters, we mean it from the core of our hearts. For Pakistan, as I said, water is not simply a resource; it is a matter of life itself. This river system has, for thousands of years, nurtured one of the world's oldest civilizations. From the towering peaks of Pakistan to the fertile plains of Punjab and Sindh, these waters have connected our people across geography and history." #IndusWatersTreaty

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Ministry of Information & Broadcasting

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#WATCH | Delhi: On India-US trade deal, Rajesh Agrawal, Secretary, Ministry of Commerce & Industry says, "We are very optimistic and very hopeful that we should find a solution within this calendar year. But as you know, in any trade negotiations, even if there is one sticking point or issue on the mind of even one of the partners, the trade deal may not meet that deadline. The overall position is well set to deliver it in the next few weeks or months as soon as we can. But let's see, it's a call that will have to be taken at multiple levels. At the levels of negotiator, I think we are in a zone where we can say it is something that we can achieve in a very short while of time. There's not much to negotiate...As a country, we have always stood for our own sensitivities and our own uniqueness. So there are areas which are non-negotiable from our perspective..." (Source: FICCI/YouTube)

#WATCH | Delhi: On India-US trade deal, Rajesh Agrawal, Secretary, Ministry of Commerce & Industry says, "We are very optimistic and very hopeful that we should find a solution within this calendar year. But as you know, in any trade negotiations, even if there is one sticking point or issue on the mind of even one of the partners, the trade deal may not meet that deadline. The overall position is well set to deliver it in the next few weeks or months as soon as we can. But let's see, it's a call that will have to be taken at multiple levels. At the levels of negotiator, I think we are in a zone where we can say it is something that we can achieve in a very short while of time. There's not much to negotiate...As a country, we have always stood for our own sensitivities and our own uniqueness. So there are areas which are non-negotiable from our perspective..." (Source: FICCI/YouTube)

ANI

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.Naval: Every human is a lottery ticket bet on the future of the species. One of the things that you really learn when you read David Deutsch’s theories and you authenticate them for yourself is you realize humans are universal explainers. That means everything that we know in the universe follows the laws of physics, and there’s no reason to believe otherwise. If you think otherwise, then please present your better theory that explains the world. If you can’t do that, then you have to go with the laws of physics. Well, the laws of physics are completely computable. They can fit inside a Turing machine or computer, and a computer can simulate the laws of physics with arbitrary accuracy, limited only by the specific power of that computer. If you increase the power of that computer, you can simulate them more accurately. So humans already simulate—in our minds we simulate—and through our computers we simulate the weather, we simulate quasars, we even simulate human systems. We simulate the economy. We simulate all kinds of things. So anything that can be understood, we can understand in our minds. This is something the AGI people get wrong when they talk about superintelligence. There is nothing out there that can understand something fundamentally that we can’t understand. It might be faster at it, it might have more compute, it might have more memory, but there’s no concept that it can understand that we can’t ourselves understand. So we are maximal universal explainers. That means every human is capable of unbounded creativity. Anyone could be the next Einstein or Fermi or Elon Musk or Jeff Bezos or Jonas Salk or whatever. So we can create anything. And if we can create anything, every human is a lottery ticket bet on the future of the species.

.Naval: Every human is a lottery ticket bet on the future of the species. One of the things that you really learn when you read David Deutsch’s theories and you authenticate them for yourself is you realize humans are universal explainers. That means everything that we know in the universe follows the laws of physics, and there’s no reason to believe otherwise. If you think otherwise, then please present your better theory that explains the world. If you can’t do that, then you have to go with the laws of physics. Well, the laws of physics are completely computable. They can fit inside a Turing machine or computer, and a computer can simulate the laws of physics with arbitrary accuracy, limited only by the specific power of that computer. If you increase the power of that computer, you can simulate them more accurately. So humans already simulate—in our minds we simulate—and through our computers we simulate the weather, we simulate quasars, we even simulate human systems. We simulate the economy. We simulate all kinds of things. So anything that can be understood, we can understand in our minds. This is something the AGI people get wrong when they talk about superintelligence. There is nothing out there that can understand something fundamentally that we can’t understand. It might be faster at it, it might have more compute, it might have more memory, but there’s no concept that it can understand that we can’t ourselves understand. So we are maximal universal explainers. That means every human is capable of unbounded creativity. Anyone could be the next Einstein or Fermi or Elon Musk or Jeff Bezos or Jonas Salk or whatever. So we can create anything. And if we can create anything, every human is a lottery ticket bet on the future of the species.

Arjun Khemani

33,110 次观看 • 1 年前