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Knowledge vs. Experience: Asymptotic Limits of Impatience in Edge Tenants

Kiggundu, Anthony, Han, Bin, Schotten, Hans D.

arXiv.org Machine Learning

We study how two information feeds, a closed-form Markov estimator of residual sojourn and an online trained actor-critic, affect reneging and jockeying in a dual M/M/1 system. Analytically, for unequal service rates and total-time patience, we show that total wait grows linearly so abandonment is inevitable and the probability of a successful jockey vanishes as the backlog approaches towards infinity. Furthermore, under a mild sub-linear error condition both information models yield the same asymptotic limits (robustness). We empirically validate these limits and quantify finite backlog differences. Our findings show that learned and analytic feeds produce different delays, reneging rates and transient jockeying behavior at practical sizes, but converge to the same asymptotic outcome implied by our theory. The results characterize when value-of-information matters (finite regimes) and when it does not (asymptotics), informing lightweight telemetry and decision-logic design for low-cost, jockeying-aware systems.


The lines, the signs, the fights: In 1970s L.A., gas came at a premium

Los Angeles Times

Which three-word phrase should always be spoken cautiously? All of them, actually, but that last one -- depending on your choice of ride, a full tank of gas can now cost you within fumes-sniffing distance of a hundred bucks. How did it come to this -- again? Los Angeles is a complex place. In this weekly feature, Patt Morrison is explaining how it works, its history and its culture.


See the Ancient Tradition of Camel Racing From Above

National Geographic

A drone flying above a camel race in Al Batinah South, Oman, captured stunning images of the ancient sport as it flew above the racetrack. Camels have long played an important role in many aspects of desert life. They're used as transportation, food, the focus of festivals, and--in the case of the centuries old practice of camel racing--entertainment. The camels, one-humped dromedaries, used in these races can reach speeds of up to 40 miles per hour along designated tracks. They're expensive to own, and no betting is allowed during the races, so the events are often watched only by people who have skin in the game, including sheikhs, handlers, and owners.


Robot camel jockeys found packing illegal stun guns, Dubai police say 'Don't tase them bro!'

AITopics Original Links

It's been awhile since we've talked about the remote controlled robot jockeys used in Arabian camel racing, but a recent scandal that has rocked the camel-racing world compels us to revisit the topic. The Dubai police discovered that some shady characters have been selling robot jockeys equipped with stun guns to "encourage" camels to run faster. We're pretty sure that the animals don't need any more incentive to run -- they already have a robot whipping them -- and it's good to see that the powers-that-be agree with us, as the two men selling the machines were arrested. Now that our dromedary friends need no longer fear being tased in the name of sport, we only have to worry about over-zealous peace officers using them on all of us.