Exploring QBox Theory: Insights Beyond the Quantum Realm for a Deeper Understanding of Reality

Plasma expression

Exploring the Deeper Layers of Reality Beyond Quantum Theory

Kappan/iStockphoto/Getty Images

Physicists are delving deeper into the realm of post-quantum theory, unveiling a reality that exists at a level even more perplexing than the already bewildering quantum theory.

In the 1920s, physicists developed vital theories that explained fundamental workings of the universe, yet they continuously encountered phenomena where these theories fell short. This spurred them to glimpse into a more profound layer of reality: the quantum realm. Today, physicists find themselves revisiting this experience. While quantum theory accurately describes many phenomena, it leaves significant gaps when it comes to large cosmic structures influenced by gravity. What kind of post-quantum reality will manifest through these gaps?

James Hefford from the National Research and Development Agency, along with Matt Wilson from the University of Paris-Saclay, has created a mathematical framework outlining a potential post-quantum world—perhaps the deepest layer of reality.

“Quantum theory does not encompass the entirety of the universe,” Hefford remarks. “A significant challenge in physics is developing a quantum gravity theory that reconciles quantum mechanics and gravity. This theory must surpass traditional quantum descriptions.”

Multiple propositions exist for developing a quantum gravity theory, but Wilson and Hefford found their inspiration in the interplay between quantum and classical physics. Everyday experiences shield us from peculiar quantum effects, attributed to a phenomenon known as decoherence, which eliminates the quantum characteristics of most objects. Decoherence brings forth our tangible, rational world from the quantum domain, where the paradoxical states of cats exist and particles can seemingly disappear through barriers. They propose that quantum theory could arise from post-quantum theory through a similar mechanism called “hyperdecoherence.”

This concept isn’t entirely new; a specific theorem established in 2018 suggests that creating a coherent hyperdecoherence process that accurately reproduces quantum theory is mathematically infeasible. However, Hefford and Wilson scrutinized the underlying assumptions of this theorem and devised an innovative approach. The outcome? They entered a remarkably unconventional post-quantum landscape defined by a theory called QBox.

A fascinating aspect of QBox is its redefined conception of causality. Traditionally, causality operates on a clear sequence (event A causes event B or vice versa), but QBox permits a blend of both where causation is ambiguous.

“This introduces causal uncertainty, a critical aspect when pursuing a quantum gravity theory,” notes Carlo Maria Scandoro from the University of Calgary, who was not a part of this project. This uncertainty arises because Einstein’s theory of general relativity enforces varying causal orders across different spacetime points.

This is evident in thought experiments where observers traveling in different spaceships witness the same events but disagree on the chronological order of occurrences.

The researchers also ensured that hyperdecoherence adequately transitions QBox back into quantum theory, stipulating that objects described roughly within the QBox don’t gain precise clarity after hyperdecoherence. Wilson describes this hyperdecoherence as a dimension accessible to entities within the QBox realm—those capable of interacting within its confines—yet obscured from us in the classical or quantum realms.

Currently, the researchers are still clarifying how to conceptualize these dimensions and the experiences of agents operating within them. Preliminary indications suggest that the inaccessible dimensions are temporal rather than spatial—hyperdecoherence selectively concealing past processes while leaving future interactions untouched.

“Previously, there had been speculative models supporting concepts like indeterminate causal order, but formulating comprehensive quantum mechanics proved challenging, with no successful conclusions,” states Ciaran Gilligan Lee, involved in Spotify’s Causal Inference Lab and a co-author of the 2018 theorem opposing hyperdecoherence. He points out that the true merit of this new research lies in its concrete theoretical foundation and its mathematical simplicity. Notably, QBox does not necessitate hypothesizing entirely new constructs like cosmic strings for quantum gravity.

Beyond demonstrating the feasibility of hyperdecoherence as a mathematical function, the subsequent step involves elucidating its physical implications, contends John Selby from the University of Gdańsk, another co-author of the 2018 theorem. “A narrative is essential to clarify why these phenomena arise in our empirical universe.” In his opinion, the mathematical exploration by Hefford and Wilson is a promising foundation, regardless of whether QBox accurately represents the post-quantum layer of reality.

Gilligan-Lee and Selby have also formulated a new theorem, not yet explored by contemporaneous physicists, which may impose stricter criteria on a theory like QBox for it to meaningfully differentiate from quantum theory.

This challenge is welcomed by Wilson, even if it means QBox evolves into a precursor for a more refined vision of post-quantum theory. Notably, this theory may have tangible implications for specific experiments involving overlapping quantum waves, potentially facilitating experimental validation of the QBox concept.

If QBox successfully navigates forthcoming mathematical and experimental hurdles, even more intriguing inquiries will arise. “Can entire frameworks of theory be similarly disentangled?” Hefford speculates. Ultimately, unearthing the deepest realities might necessitate further mathematical exploration.

Topics:

Source: www.newscientist.com

Unusual Temperature Rules: Exploring the Bizarre Phenomena of the Quantum Realm

Check out our monthly Lost in Space-Time newsletter for captivating ideas from around the globe. Click here to register for Lost in Time and Space.

One of the most paradoxical aspects of science is how we can delve into the universe’s deepest enigmas, like dark matter and quantum gravity, yet trip over basic concepts. Nobel laureate Richard Feynman once candidly admitted his struggle to grasp why mirrors flip images horizontally instead of vertically. While I don’t have Feynman’s challenges, I’ve been pondering the fundamental concept of temperature.

Since time immemorial, from the earliest humans poking fires to modern scientists, our understanding of temperature has dramatically evolved. The definition continues to change as physicists explore temperature at the quantum level.

My partner once posed a thought-provoking question: “Can a single particle possess a temperature?” While paraphrased, this inquiry challenges conventional wisdom.

His instinct was astute. A single particle cannot possess a temperature. Most science enthusiasts recognize that temperature applies to systems comprising numerous particles—think gas-filled pistons, coffee pots, or stars. Temperature is essentially an average energy distribution across a system reaching equilibrium.

Visualize temperature as a ladder, each rung representing energy levels. The more rungs, the greater the energy. For a substantial number of particles, we expect them to occupy various rungs, with most clustering at lower levels and some scaling higher ones. The distribution gradually tapers off as energy increases.

But why use this definition? While averages are helpful, one could argue the average height in a room with one tall person could misleadingly imply everyone else is six feet tall. Why not apply the same logic to temperature?

Temperature serves a predictive role, not merely a descriptive one. In the 17th and 18th centuries, as researchers strove to harness the potential of fire and steam, temperature became pivotal in understanding how different systems interacted.

This insight led to the establishment of the 0th law of thermodynamics—the last yet most fundamental principle. It states that if a thermometer registers 80°C for warm water and the same for warm milk, there should be no net heat exchange when these two are mixed. Though seemingly simple, this principle forms the basis for classical temperature measurements.

This holds true due to the predictable behavior of larger systems. Minute energy variances among individual particles become negligible, allowing statistical laws to offer broad insights.

Thermodynamics operates differently than Isaac Newton’s laws of motion, which apply universally regardless of how many objects are involved. Thermodynamic laws arise only in larger systems where averages and statistical regularities emerge.

Thus, a single particle lacks temperature—case closed.

Or so I believed until physics threw another curveball my way. In many quantum systems, composed of a few particles, stable properties often evade observation.

In small systems like individual atoms, states can become trapped and resist reaching equilibrium. If temperature describes behavior after equilibrium, does this not challenge its very definition?

What exactly is temperature?

fhm/Getty Images

Researchers are actively redefining temperature from the ground up, focusing on its implications in the quantum realm.

In a manner akin to early thermodynamics pioneers, contemporary scientists are probing not just what temperature is, but rather what it does. When a quantum system interacts with another, how does heat transfer? Can it warm or cool its neighbor?

In quantum systems, both scenarios are possible. Consider the temperature ladder for particles. In classical physics, heat always moves from a system with more particles to one with fewer, following predictable rules.

Quantum systems defy these conventions. It’s common for no particles to occupy the lowest rung, with all clustered around higher energy levels. Superposition allows particles to exist in between. This shift means quantum systems often do not exhibit traditional thermal order, complicating heat flow predictions.

To tackle this, physicists propose assigning two temperatures to quantum systems. Imagine a reference ladder representing a thermal system. One temperature indicates the highest rung from which the system can absorb heat, while the other represents the lowest rung to which it can release heat. This new framework enables predictable heat flow patterns outside this range, while outcomes within depend on the quantum system’s characteristics. This new “Zero Law of thermodynamics” helps clarify how heat moves in quantum domains.

These dual temperatures reflect a system’s capacity to exchange energy, regardless of its equilibrium state. Crucially, they’re influenced by both energy levels and their structural arrangement—how quantum particles distribute across energy levels and the transitions the overall system can facilitate.

Just as early thermodynamicists sought functionality, quantum physicists are likewise focused on applicability. Picture two entangled atoms. Changes in one atom will affect the other due to their quantum link. When exposed to external conditions, as they gain or lose energy, the invisible ties connecting them create a novel flow of heat—one that can be harnessed to perform work, like driving quantum “pistons” until the entanglement ceases. By effectively assigning hot and cold temperatures to any quantum state, researchers can determine ideal conditions for heat transfer, powering tasks such as refrigeration and computation.

If you’ve followed along up to this point, here’s my confession: I initially argued that a single particle could have temperature, though my partner’s intuition was spot on. In the end, we realized both perspectives hold some truth—while a single particle can’t be assigned a traditional temperature, the concept of dual temperatures in quantum systems offers intriguing insights.

Topics:

  • quantum physics/
  • lost in space and time

Source: www.newscientist.com

Ultracold Atoms May Investigate Relativity in the Quantum Realm

Here’s your content rewritten while maintaining the HTML tags:

Spinning ultracold atoms could uncover the limits of Einstein’s relativity

Shutterstock / Dmitriy Rybin

Small Ferris wheels made from light and extremely chilled particles could enable scientists to investigate elements of Albert Einstein’s theory of relativity on an extraordinary level.

Einstein’s special and general theories of relativity, established in the early 20th century, transformed our comprehension of time by illustrating that a moving clock can tick slower than a stationary one. If one moves rapidly or accelerates significantly, time measured will also increase. The same applies when an object moves in a circular path. While these effects have been noted in relatively large celestial entities, Vassilis Rembesis and his team at King Saud University in Saudi Arabia have developed a method to test these principles on a diminutive scale.

By examining rotation and time at the molecular level (atoms and molecules), they explored ultracold regions, just a few millionths of a degree above absolute zero. In this domain, the quantum behavior and movement of atoms and molecules can be meticulously controlled with laser beams and electromagnetic fields. In 2007, Rembesis and his colleagues formulated a technique to tune a laser beam to trap atoms in a cylindrical form, allowing them to spin. They refer to this as an “optical Ferris wheel,” and Rembesis asserts that their new findings propose that it can be used to observe relativistic time dilation in ultracold particles.

Their predictions indicate that nitrogen molecules are optimal candidates for investigating rotational time delays at the quantum level. By considering the movement of electrons within them as the ticks of an internal timer, the researchers detected frequency changes as minuscule as 1/10 quintillion.

Simultaneously, Rembesis noted that experiments utilizing optical Ferris wheels have been sparse up until now. This new proposal opens avenues for examining relativity theory in uncharted conditions where new or surprising phenomena may emerge. For instance, the quantum characteristics of ultracold particles may challenge the “clock hypothesis,” which states how a clock’s acceleration influences its ticking.

“It’s crucial to validate our interpretations of physical phenomena within nature. It’s often during unexpected occurrences that we need to reevaluate our understanding for a deeper insight into the universe. This research offers an alternative approach to examining relativistic systems, providing distinct advantages over traditional mechanical setups,” says Patrick Oberg from Heriot-Watt University, UK.

Relativistic phenomena, such as time dilation, generally necessitate exceedingly high velocities; however, optical Ferris wheels enable access to them without the need for impractically high speeds, he explains. Aidan Arnold from the University of Strathclyde, UK adds, “With the remarkable accuracy of atomic clocks, the time difference ‘experienced’ by the atoms in the Ferris wheel should be significant. Because the accelerated atoms remain in close proximity, there is ample opportunity to measure this difference,” he states.

By adjusting the focus of the laser beam, it may also become feasible to manipulate the dimensions of the Ferris wheel that confines the particles, allowing researchers to explore time-delay effects for various rotations, as noted by Rembesis. Nevertheless, technical challenges persist, including the need to ensure that atoms and molecules do not heat up and become uncontrollable during rotation.

topic:

Source: www.newscientist.com

Excel Exposed: Unveiling the High-Stakes Realm of Competitive Spreadsheets

sIX years ago, Melbourne-based filmmaker Christina Kraskov was inspired by an article about the international Microsoft Excel competition. Her first thought was, “What on Earth, this isn’t the real deal.” Her second thought: “I need a film about this. I want to see it desperately.”

With no existing films on competitive spreadsheet use, Kraskov resolved to create her own. The topic intrigued her as it showcases “a unique inner world that often goes unnoticed.”

The documentary “Spreadsheet Champions,” which will premiere at the Melbourne International Film Festival, follows six young competitors from various countries as they prepare for the 2023 Microsoft Office Specialist World Championship. Introducing their skills, it may seem trivial, but Excel is an incredibly sophisticated tool. The documentary reveals that the average user taps into only 10-15% of its capabilities, whereas competitors must master around 70%.

Organized by Certiport, a performance-based assessment provider endorsed by Microsoft, the competition consists of two parts. The first assesses proficiency in formulas, functions, and overall knowledge through complex questions judged on both accuracy and speed. The second part emphasizes a more creative use of these skills. As Kraskov puts it, “It’s about understanding the narrative behind data or grasping the essence of what it conveys.”




“It helped me a lot”… Carmina, a teenage competitor from Guatemala, spreadsheet champion. Photo: Presented by Melbourne International Film Festival

The championship has been held since 2002 and is open to students aged 13 to 22. Participants must first achieve the highest qualification in their home nations. Despite the niche focus, the stakes are remarkably high, as each competitor can only participate in the MOS Championship once.

“In most sports, there’s a returning champion, creating a defined rivalry; however, here, you can only compete once.”

“This creates unique challenges as competitors qualify in their home countries at vastly different times. Once everyone is qualified, we communicate via Zoom and navigate from there.”

The six featured competitors include Arkimini, 20, from Greece; Braydon, 16, from Australia; Carmina, 16, from Guatemala; Dela Pikes, 19, from Cameroon (who has to study in school due to lacking a laptop or WiFi); Mason, 15, from the United States; and Nam, 21, from Vietnam. Each contestant adds their unique personality to the film, varying from the shy, stereotypical “nerd” to the enthusiastic and outgoing. “Our aim is to showcase how extraordinary this competition is. We’re not here to mock or belittle anyone,” Kraskov explains.




Dela Pikes from Cameroon lacks a laptop or WiFi, so he has had to prepare for the competition through school. Photo: Presented by Melbourne International Film Festival

Kraskov and producer Anna Charalambus spent about a week with each competitor in their respective countries, immersing themselves in their daily lives at home, school, and with families and friends.

“If you observe their lives closely, people naturally reveal their true selves,” Kraskov remarks. “Adolescents are still developing, thus they often don’t connect aspects of their identities – they simply exist in the moment. The insights provided by their parents were invaluable.”

Many contest details were kept secret, adding another layer of challenge for the filmmakers. This competition exemplifies the concept of nominal determinism, overseen by someone deeply invested in security.

“The level of security is extremely high,” notes Kraskov. “Eventually, Microsoft entrusted us and asked us important questions. Ultimately, he must conduct a rigorous, secure global evaluation next year.”

By participating in the MOS Championship, these young individuals are stepping closer to adulthood. Carmina, now 18, is pursuing a degree in mechatronics engineering at university. The film captures her vibrant spirit as a teenager passionate about exploring new things (which remains true).


Watching the documentary allowed Carmina to reflect on her past competition experiences and her younger self, realizing the insights gained. “Even though I knew the outcome, watching it again felt a bit suspenseful,” she shares. “[Competing taught me to engage and explore… it was extremely beneficial.]”

“Spreadsheet Champions” had its world premiere at SXSW in Texas earlier this year, with five out of the six participants attending MIFF. Kraskov takes pride in showcasing these individual stories – ordinary people engaging in something slightly different from the norm.

“Celebrities, musicians, and models tend to hog the spotlight,” she reflects. “But it’s those dedicated to pursuits that many overlook that I find even more compelling.”

Source: www.theguardian.com

Elden Ring Nightreign Review: FromSoftware Delivers Multiplayer Mayhem to the Realm

A A standalone spinoff from FromSoftware’s immensely popular single-player dark-fantasy game Eldenling, the multiplayer-focused Eldenling Night League is an intriguing mix that often feels like a blend of various gaming experiences.

Each session, whether solo or in a team of three, begins as players enter a compact, dense world, striving to gain strength as the rapidly closing ring constricts around them. Instead of facing other players, you will combat various monsters and explore locations directly drawn from Eldenling’s universe. After every match, players obtain upgrade materials to enhance future runs and advance the game’s narrative alongside rogue elements. This complexity can be quite overwhelming.




Race against the clock… Eldenling Night League. Photo: Bandai Namco

Each session presents a frantic race against time to develop an in-flight strategy that takes you across the map. The match unfolds over three days. In the first two days, you can quickly become a local boss, acquire minor buffs with powerful passive abilities, gain weapons with impactful skills, or evade the encroaching rings to ensure successful runs. Each night culminates in a more formidable battle than ever faced, heightening the stakes.

It’s a thrilling yet intense experience as you gear up for the final day. As dawn breaks, you find yourself ready to enter the desolate arena and confront one of several challenging mega bosses designed for group play.

Nightreign is predominantly tailored for a trio of players. You can venture solo, but this poses a significant risk. If you inadvertently fall victim to a boss attack and perish, there’s no one to revive you. Furthermore, many enemies intended for teamwork can easily overwhelm an individual player.




Going solo is not advisable… Eldenling Night League. Photo: Bandai Namco

Ultimately, this game emphasizes momentum. The urgency you feel while navigating the world is palpable. Every moment prompts the question: Am I wasting time exploring this corner? Can I defeat this boss quickly enough to secure a reward? It’s an exhilarating experience as you rush to assess equipment and make build decisions on the fly, yet it strays from the traditional FromSoftware formula, as many elements have been adapted for speed.

For instance, there’s no stats option for leveling up. Leveling has been simplified to button mashing at rest areas. While the world is filled with numerous minor enemies, defeating a couple in quick succession will only help you reach level 2; engaging with them feels minimal since tackling bosses is the key to gaining strength.

This momentum gives Nightreign a “one more run” allure, but the fast pace diminishes much of the world to mere distractions that squander your time. The glitches we’ve encountered in the review versions contribute to this irritation. Spending five minutes on a dragon only to glitch through the wall feels particularly frustrating.

One of the most criticized mechanics in the Dark Souls series was the necessity to return to the boss arena upon death. Fans were relieved when Eldenling allowed respawning just outside the arena. However, Nightreign’s experience feels like a cumbersome regression, almost Sisyphean. Each run demands approximately 35 minutes to reach the final boss, yet these bosses often have unique mechanics capable of obliterating unsuspecting teams with just a few hits. You find yourself rolling that boulder up the hill repeatedly, which feels awfully punishing.

Given Elden Ring’s triumph in adapting FromSoftware’s intricate design philosophy into an open world, it’s disappointing that the developers seem to have missed the mark with Nightreign. The repetitive nature of the game and its reliance on content borrowed from Eldenling—often haphazardly arranged—leaves the world feeling more like a fan-made mod than a unique title.

The efforts to preserve established gameplay mechanics are commendable, and defeating massive enemies alongside friends adds to the gratification of overcoming what initially felt like an insurmountable challenge. Nonetheless, the game’s pacing issues and dependence on Eldenling’s assets detract from the overall experience.

Elden Ring Nightreign will launch on Friday, May 30th. Priced at £34.99

Source: www.theguardian.com

Research on the various cloud layers, temperature hot spots, and shifting chemistry found in the extraterrestrial realm

New observations from the NASA/ESA/CSA James Webb Space Telescope support the presence of three specific functions in the atmosphere (clouds, hot spots, and changes in carbon chemistry) of the rapidly rotating and free floating planetary mass object SIMP J013656.5+093347.

Impressions of the artist of SIMP 0136. Image credits: NASA/ESA/CSA/J. Olmsted, Stsci.

SIMP J013656.5+093347 (SIMP 0136 for short) is a rapidly rotating, free-floating object located just 20 light years from Earth.

It may have a mass of 13 Jupiter masses, does not orbit the star, and instead may be a brown dwarf.

Because it is separated, SIMP 0136 can be directly observed and is not afraid of mild contamination or variability caused by the host star.

The short rotation period, only 2.4 hours, allows for very efficient investigation.

“We've been working hard to get into the world,” said Allison McCarthy, a doctoral student at Boston University.

“We also thought that it might have an effect on temperature fluctuations, chemical reactions, and perhaps the activity of the aurora affecting brightness, but we weren't sure.”

Webb's NirSpec Instruments We captured thousands to 5.3 micron spectra of SIMP 0136. The object completed one full rotation, so I captured it one at a time, one at a time, one at a time, one at a time, over 3 hours.

This led to immediate observation Webb's Milli Musical Instrumentshundreds of measurements of light between 5 and 14 microns were collected. One is one every 19.2 seconds, one in another rotation.

The results were hundreds of detailed rays, each showing a very accurate wavelength (color) brightness change, with different sides of the object rotating into view.

“It was incredible to see the entire range of this object change over a few minutes,” said Dr. Joanna Foss, an astronomer at Trinity College Dublin.

“Until now, we only had a small near-infrared spectrum from Hubble, but we had some brightness measurements from Spitzer.”

Astronomers almost immediately noticed that there were several distinct ray shapes.

At any time, some wavelengths were growing brightly, while others were either dimmed or not changing at all.

Many different factors must affect brightness variation.

“Imagine looking at the Earth from afar,” said Dr. Philip Muirhead, a former member of Boston University.

“Looking each color individually gives you a variety of patterns that tell you something about the surface and the atmosphere, even if you don't understand the individual features.”

“As the ocean rotates towards vision, blue increases. The brown and green changes tell us something about the soil and vegetation.”

To understand what could cause variability in SIMP 0136, the team used an atmospheric model to show where each wavelength of light is occurring in the atmosphere.

“The different wavelengths provide information about the different depths in the atmosphere,” McCarthy said.

“We began to realize that the wavelengths that had the most similar ray shapes also investigated the same depth and reinforced this idea that they must be caused by the same mechanism.”

For example, one group of wavelengths occurs deeply in the atmosphere where there may be patchy clouds made of iron particles.

The second group comes from high clouds, which are thought to be made from small grains of silicate minerals.

Both of these light curve variations are related to the patchiness of the cloud layers.

The third group of wavelengths appears to be occurring at very high altitudes far above the clouds and tracking temperatures.

Bright hotspots may be associated with previously detected auroras at radio wavelengths, or hot gas upwelling from deeper in the atmosphere.

Some light curves cannot be explained by clouds or temperature, but instead show variations related to atmospheric carbon chemistry.

There may be chemical reactions in which carbon monoxide and carbon dioxide pockets rotate within and outside of view, or alter the atmosphere.

“We still don't understand the chemical part of the puzzle yet,” Dr. Vos said.

“But these results are really exciting because they show that the richness of molecules like methane and carbon dioxide can change over time from location.”

“If you're looking at a deplanet and only have one measurement, you should assume that it may not be representative of the entire planet.”

Survey results It will be displayed in Astrophysics Journal Letter.

____

Allison M. McCarthy et al. 2025. JWST weather report from isolated exoplanet analog SIMP 0136+0933: pressure-dependent variability driven by multiple mechanisms. apjl 981, L22; doi: 10.3847/2041-8213/AD9EAF

Source: www.sci.news

A new realm of tiny creatures shakes up conventional notions of existence

Theodor Diener had a problem. It was in 1967, and he and his colleagues successfully isolated an infectious agent that caused spindle tuber disease in potatoes that destroy crops. But it wasn’t like what they realised. They called it a virus, but it didn’t act like one thing.

It took Diener four years to demonstrate that mystical beings are even simpler than viruses. It is a single “naked” molecule that can infect potato cells and thus reproduce. He suggested calling it a wild. It was the smallest replicating agent ever identified. With a stroke, dinner expanded my understanding of living in the microscope world.

You might think that such a dramatic discovery would, uh, go viral. Almost no one noticed it yet. Apart from several other plant pathologists, the world of science has forgotten much about wilds for half a century. They had never even heard of him in 2020 when Benjamin Lee of the National Center for Biotechnology Information in Bethesda, Maryland, was encouraged to look into Wild.

Since then, there has been an explosion of discovery thanks to Lee and others. Now we know thousands of wilds and violids-like entities, with exotic names such as obelisks, ribojunctions, satellites and more. They appear to be found everywhere in a vast range of organisms and microorganisms. I don’t know what most of them are doing, whether most of them are benign or dangerous. However, these simplest replicators raise basic questions about the meaning of being alive. They can even go back to the origins of…

Source: www.newscientist.com

Artificial Intelligence will bring about a revolution in the realm of complex problem-solving within logistics and beyond.

Researchers at MIT and ETH Zurich have developed a machine learning-based technique that speeds up the optimization process used by companies like FedEx to deliver packages. This approach simplifies key steps in mixed integer linear programming (MILP) solvers and uses company-specific data to tune the process, resulting in 30-70% speedups without sacrificing accuracy. This has potential applications in a variety of industries facing complex resource allocation problems.

The research conducted by Massachusetts Institute of Technology and ETH Zurich aims to address complex logistics challenges, including delivering packages, distributing vaccines, and managing power grids. The traditional software used by companies like FedEx to find optimal delivery solutions is called a Mixed Integer Linear Programming (MILP) solver, but it can be time-consuming and may not always produce ideal solutions.

The newly developed technique employs machine learning to identify important intermediate steps in the MILP solver, resulting in a significant reduction of time required to unravel potential solutions. By using company-specific data, this approach allows for custom tailoring of the MILP solver. This new technique results in speeding up the MILP solver by 30-70% without sacrificing accuracy.

Lead author Kathy Wu, along with co-lead authors Sirui Li, Wenbin Ouyang, and Max Paulus, highlights the potential of combining machine learning and classical methods to address optimization problems. The research will be presented at the Neural Information Processing Systems Conference. The team hopes to further apply this approach to solve complex MILP problems and interpret the effectiveness of different separation algorithms.

Source: scitechdaily.com