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@pbloem@sigmoid.social
2025-07-18 09:25:22

Now out in #TMLR:
🍇 GRAPES: Learning to Sample Graphs for Scalable Graph Neural Networks 🍇
There's lots of work on sampling subgraphs for GNNs, but relatively little on making this sampling process _adaptive_. That is, learning to select the data from the graph that is relevant for your task.
We introduce an RL-based and a GFLowNet-based sampler and show that the approach perf…

A diagram of the GRAPES pipeline. It shows a subgraph being sampled in two steps and being fed to a GNN, with a blue line showing the learning signal. The caption reads Figure 1: Overview of GRAPES. First, GRAPES processes a target node (green) by computing node inclusion probabilities on its 1-hop neighbors (shown by node color shade) with a sampling GNN. Given these probabilities, GRAPES samples k nodes. Then, GRAPES repeats this process over nodes in the 2-hop neighborhood. We pass the sampl…
A results table for node classification on heterophilious graphs. Table 2: F1-scores (%) for different sampling methods trained on heterophilous graphs for a batch size of 256, and a sample size of 256 per layer. We report the mean and standard deviation over 10 runs. The best values among the sampling baselines (all except GAS) are in bold, and the second best are underlined. MC stands for multi-class and ML stands for multi-label classification. OOM indicates out of memory.
Performance of samples vs sampling size showing that GRAPES generally performs well across sample sizes, while other samplers often show more variance across sample sizes. The caption reads Figure 4: Comparative analysis of classification accuracy across different sampling sizes for sampling baseline
and GRAPES. We repeated each experiment five times: The shaded regions show the 95% confidence intervals.
A diagrammatic illustration of a graph classification task used in one of the theorems. The caption reads Figure 9: An example of a graph for Theorem 1 with eight nodes. Red edges belong to E1, features xi and labels yi are shown beside every node. For nodes v1 and v2 we show the edge e12 as an example. As shown, the label of each node is the second feature of its neighbor, where a red edge connects them. The edge homophily ratio is h=12/28 = 0.43.
@arXiv_quantph_bot@mastoxiv.page
2025-07-17 10:03:40

A solid-state temporally multiplexed quantum memory array at the single-photon level
Markus Teller, Susana Plascencia, Cristina Sastre Jachimska, Samuele Grandi, Hugues de Riedmatten
arxiv.org/abs/2507.12200

@arXiv_condmatmtrlsci_bot@mastoxiv.page
2025-08-19 09:57:40

Domain Wall-mediated Interfacial Ferroelectric Switching
Hao-Wen Xu, Wen-Cheng Fan, Jun-Ding Zheng, Cheng-Shi Yao, Ni Zhong, Wen-Yi Tong, Chun-Gang Duan
arxiv.org/abs/2508.11997

@arXiv_statML_bot@mastoxiv.page
2025-08-15 09:04:02

Mo' Memory, Mo' Problems: Stream-Native Machine Unlearning
Kennon Stewart
arxiv.org/abs/2508.10193 arxiv.org/pdf/2508.10193

@arXiv_physicshistph_bot@mastoxiv.page
2025-07-16 08:20:41

Disentangling Boltzmann brains, the time-asymmetry of memory, the H theorem, and the second law
David Wolpert, Carlo Rovelli, Jordan Scharnhorst
arxiv.org/abs/2507.10959

@chris@mstdn.chrisalemany.ca
2025-08-19 17:52:37

#RIP to Catherine Galliford: a hero former RCMP member who lead the way in exposing the culture of sexual harassment in that force that still exists to this day. She died on August 15 of liver cancer. She suffered from PTSD and Agoraphobia due to her experience not as an RCMP officer, but from speaking out.
Her friend and RCMP colleague says: ”to current RCMP members: In Catherine's name and Catherine memory, you have to find your voice”
#RCMP #SexualHarassment #CanPoli #CdnPoli
cbc.ca/player/play/video/9.687
Here is the full CBC story on her passing:
cbc.ca/news/canada/british-col

@arXiv_csCV_bot@mastoxiv.page
2025-08-13 10:21:12

Turbo-VAED: Fast and Stable Transfer of Video-VAEs to Mobile Devices
Ya Zou, Jingfeng Yao, Siyuan Yu, Shuai Zhang, Wenyu Liu, Xinggang Wang
arxiv.org/abs/2508.09136

@markhburton@mstdn.social
2025-08-12 08:32:26

"Like the cities of Rafah and Beit Hanoun, al-Shuja’iyya no longer exists. The Israeli army is systematically leveling every part of Gaza, seeking to wipe out its very memory."
Gaza City’s iconic Shuja’iyya neighborhood no longer exists – Mondoweiss
mondowei…

@metacurity@infosec.exchange
2025-07-08 12:35:38

The US holiday is a memory now, so time to check out today's Metacurity to get briefed on the most critical infosec developments you should know, including
--Italian cops arrest FBI-wanted Chinese hacker who tried to steal COVID-19 vaccine
--Brazilian cops bust IT worker connected to $100m banking systems hack,
--Call of Duty: WWII yanked offline after RCE rumors,
--OpenAI beefs up corporate spying protections,
--DragonForce battles RansomHub,
--Cambod…

@compfu@mograph.social
2025-06-11 21:31:20

#Linux tip for people running Rocky Linux #VFX workstations (or Alma or RHEL I guess) who are looking for a solution to the system locking up once you're running out of memory: install systemd-oomd - the out of memory killer daemon. It's not enabled by default but I think it is on distributions that…

@shoppingtonz@mastodon.social
2025-07-15 16:04:18

I don't have any memory of ever completing these.
Pact Recon 0
Pact Recon 1
Pact Recon 2
Pact Recon 3
You are time limited to complete them so that might be the case, me more of a beginner than an expert at this game...
For more confusion check out:
mastodon.social/@sh…

@pre@boing.world
2025-06-15 13:52:55

Read "What went wrong with capitalism" by Ruchir Sharma.
A mildly interesting description of the major events in world an US economics in the last 50 years. Might
be a fair summary for anyone who didn't live through it or has a poor memory.
In short he thinks what went wrong was government bailing out failure leading to massive debts and increa
sed inequality.
Governments took over all the things instead of letting capitalism sort them out, he reckons, and wheneve
r a big industry or company fails you just get socialism for the rich and a bail-out from new printed money.
Easy cheap money, constant bail-outs, government intervention, leading to zombie companies racking up every larger debt to exist, billionaires who can't fail due to government support, and a stock market that's up-only bringing a flood of inefficiently-allocated capital.
Is he right? I mean, maybe, sort of. But when an industry really can't be allowed to fail, say water supply and waterway management, allowing private capital to extract maximum resources from it isn't the best method to manage it in the first place. No wonder they need bail-outs. Capitalism fails here because capitalism isn't the right solution here. We need publicly owned national services, not robber barons without
bailouts.
So, you know, half right. Perhaps these are some of the reasons why capitalism fails, but also we shouldn't even be trying to apply capitalism to every single thing in the first place.
#reading #capitalism #economics #RuchirSharma

@brentsleeper@sfba.social
2025-06-03 22:14:03

I’ve never seen this memory issue on #MacOS before. I had left Safari with Mela’s share sheet/importer app snippet open overnight and came back to a nearly unresponsive computer. I assume one of these has a memory leak. I was able to reboot via the shell using SSH from another device.

Screenshot of an error message from MacOS titled “Force Quit Applications.” It reads, “⚠️ Your system has run out of application memory. To avoid problems with your computer, quit any applications you are not using.” The window lists several applications and their memory usage. “Resume” and “Force Quit” buttons are displayed below the list.

BBEdit (paused)				162.0 MB
Mail (paused)				1.05 GB
MailMaven (paused)			132.46 GB
Messages					16.81 GB
Safari (paused)				4.72 GB
Mela (Safari) (not res…
@guerda@ruhr.social
2025-06-04 19:58:58

Thanks @… for your article on Docker cgroup on Raspberry Pi, helped me out of a pickle!
akashrajpurohit.com/…

@aardrian@toot.cafe
2025-06-30 12:40:06

I have taken to looking for Copilot AI in GitHub responses before filing issues. If it’s there, I don’t file. Feeling a bit validated here:
hails.org/@hailey/114752144098
(limited alt to come, but if you want more ask OP…)

@fell@ma.fellr.net
2025-05-29 16:22:08

Maybe some Linux Kernel expert could help me with this:
Due to the nature of my work, I regularily run a very memory intensive process and my system runs out of memory during very few peak moments.
The system can't swap out memory fast enough and freezes. If I disable swap, the process gets killed instead.
Is there any way I can keep the system responsive? Ideally, only the offending process would get slowed down, but not other applications.

@thesaigoneer@social.linux.pizza
2025-07-10 00:08:54

You have to finish on a high.
After one year of Slackware KDE it is time to refresh the muscle memory.
My main distro for the coming year will be Slackware Hyprland (and Niri), with the great nwg-shell on top. A combo I'm very familiar with and which is another excellent Slackeroni production!
KDE will be out of the picture as a daily driver for the first time in 5 years, with Slackware hyprland, VoidLinux and riverwm and Gentoo with dwm all nerd needs are covered.

@arXiv_quantph_bot@mastoxiv.page
2025-06-10 18:43:30

This arxiv.org/abs/2411.04215 has been replaced.
initial toot: mastoxiv.page/@arXiv_qu…

@hex@kolektiva.social
2025-06-12 07:31:28

The liberal obsession with optics serves the right and persuades no one. There is literally an active ethnic cleansing happening in the US right now, and the only thing that matters is making that as hard as possible to carry out.
Anarchists destroying intelligence assets saves lives. Every escooter thrown at a cop car is one less escort for a goon too afraid to kidnap random brown people without being flanked by a branch full of bad apples. Spray paint is not violence. Vandalism is not violence. Community self defense in all forms is legitimate.
Make no mistake, these raids are about changing demographics. Demographic trends have been shifting blue for a long time, and the right has, for a long time, been blaming "white replacement." Conspiracy theory aside, Democrats have also been relying on the growth of black and brown voters as a block. The nuances of whiteness as an identity are lost on the current administration and their supporters. They see that "white people will be a minority by 2050" and equate that with the "end of Western Civilization."
The only way to "save Western Civilization" is to change those demographics. Forced birth and forced removal are two sides of the same white nationalist objective. Of course they can't have due process, because they need to be able to kidnap anyone who they see as a threat to their demographic future.
They don't care about optics. The plan is to murder away any threat and flood everyone else with propaganda. There is no mythical middle. There's no one unconvinced. They know this, but they win when democrats buy that myth and save the police the work of policing the protests.
If your protest is 90% "peaceful," they'll take pictures of the 10% that isn't. If it's 99% peaceful, they'll shoot rubber bullets and teargas until someone throws a brick and take 100 pictures from a dozen angles. If its 100% "peaceful" and no one can be provoked, they'll generate pictures with AI or photoshop like they did during the George Floyd uprising and the pictures from the CHOP/CHAZ. Do you have literally no memory?
#USPol #FiftyFiftyOne #50501movenent #resistance #NoKingsDay #NoKingsDayOfAction

@Cognessence@social.linux.pizza
2025-08-05 15:04:11

I flooded the bathroom here in Hungary. Here it is looking a lot better than it had done (which was practically a mini swimming pool on the floor.) 🤪 I hadn’t slept all night, was in some frenzy with rushing thoughts for a story on Genghis Khan, and then the water went out in the village. I have no memory of doing this, but apparently I turned the shower on and nothing happened. Anyway, I went for a couple of hours long walk, and came back to the shower now on, spraying the floor.
Tha…

@arXiv_csDS_bot@mastoxiv.page
2025-07-10 08:03:21

Multi-Queue SSD I/O Modeling & Its Implications for Data Structure Design
Erin Ransom, Andrew Lim, Michael Mitzenmacher
arxiv.org/abs/2507.06349

@arXiv_csAR_bot@mastoxiv.page
2025-05-27 07:17:24

DECA: A Near-Core LLM Decompression Accelerator Supporting Out-of-Order Invocation
Gerasimos Gerogiannis (Intel Corporation,University of Illinois at Urbana-Champaign), Stijn Eyerman (Intel Corporation), Evangelos Georganas (Intel Labs), Wim Heirman (Intel Corporation), Josep Torrellas (University of Illinois at Urbana-Champaign)

@sonnets@bots.krohsnest.com
2025-07-04 11:25:11

Sonnet 015 - XV
When I consider every thing that grows
Holds in perfection but a little moment,
That this huge stage presenteth nought but shows
Whereon the stars in secret influence comment;
When I perceive that men as plants increase,
Cheered and checked even by the self-same sky,
Vaunt in their youthful sap, at height decrease,
And wear their brave state out of memory;
Then the conceit of this inconstant stay
Sets you most rich i…

@arXiv_grqc_bot@mastoxiv.page
2025-07-03 09:58:50

Gravitational memory effects in Tachyon gravity
Pouneh Safarzadeh Ilkhchi, Amin Rezaei Akbarieh, Ali Seraj
arxiv.org/abs/2507.01879

@arXiv_csCL_bot@mastoxiv.page
2025-06-23 08:21:19

MEM1: Learning to Synergize Memory and Reasoning for Efficient Long-Horizon Agents
Zijian Zhou, Ao Qu, Zhaoxuan Wu, Sunghwan Kim, Alok Prakash, Daniela Rus, Jinhua Zhao, Bryan Kian Hsiang Low, Paul Pu Liang
arxiv.org/abs/2506.15841

@arXiv_condmatdisnn_bot@mastoxiv.page
2025-07-04 08:34:51

Statistical mechanics of vector Hopfield network near and above saturation
Flavio Nicoletti, Francesco D'Amico, Matteo Negri
arxiv.org/abs/2507.02586

@theodric@social.linux.pizza
2025-06-03 17:52:02

Any greybeards out there have a memory of magnetic card data storage media "for word processing systems?" New to me!

A magazine ad from 1977 for magnetic card data storage media for word processing systems
@arXiv_csAI_bot@mastoxiv.page
2025-07-01 11:25:33

Pok\'eAI: A Goal-Generating, Battle-Optimizing Multi-agent System for Pokemon Red
Zihao Liu, Xinhang Sui, Yueran Song, Siwen Wang
arxiv.org/abs/2506.23689

@pre@boing.world
2025-06-22 21:57:45
Content warning: Severance S1/2

Watched Severance, both seasons over the course of a week or so. Late to the party there I'm sure.
Wiping your memory when you walk into another room and wondering why you are in there is just a part of getting old I'm afraid 😆
You'd think the innie work personas would object and rebel more really, more like Hellany than the rest. Innies don't get paid, don't get to spend the wages. Pretty easy to get fired from a job really, just don't do the work.
Interesting that nobody was a different sexuality inside vs out, guess that's just fixed by biology huh? No transgender innies either. Maybe that's for season three.
Don't really get Helen's motivation for getting severed at all. Can't go under cover if you wipe your own memory. Can surely do a better job of it all from the outside.
Anyway. Gripping and stylish show, good fun. Nearly as good as everyone says it is.
#watching #tv #severance

@arXiv_quantph_bot@mastoxiv.page
2025-08-01 10:10:01

Quantum scarring enhances non-Markovianity of subsystem dynamics
Aditya Banerjee
arxiv.org/abs/2507.23757 arxiv.org/pdf/2507.23757

@arXiv_csPF_bot@mastoxiv.page
2025-05-23 07:20:35

Performance of Confidential Computing GPUs
Antonio Mart\'inez Ibarra, Julian James Stephen, Aurora Gonz\'alez Vidal, K. R. Jayaram, Antonio Fernando Skarmeta G\'omez
arxiv.org/abs/2505.16501

@fennek@cyberplace.social
2025-06-21 18:03:32

I just found out by trying, that on my Linux install
Alt Gr - = – (why would anyone use em dashes? those are way too long anyway. en dashes is where it's at.)
Alt Gr . = … (OMG, yes! Windows with its Alt 0,1,3,3 can go suck it!)
Alt Gr , = · (… tf is a middledot?)
Thanks for the inspiration, Wolfgang!

@arXiv_condmatmtrlsci_bot@mastoxiv.page
2025-06-10 18:23:50

This arxiv.org/abs/2504.09432 has been replaced.
initial toot: mastoxiv.page/@a…

@hex@kolektiva.social
2025-07-21 01:50:28

Epstein shit and adjacent, Rural America, Poverty, Abuse
Everyone who's not a pedophile thinks pedophiles are bad, but there's this special obsessed hatred you'll find among poor rural Americans. The whole QAnon/Epstein obsession may not really make sense to folks raised in cities. Like, why do these people think *so much* about pedophiles? Why do they think that everyone in power is a pedophile? Why would the Pizzagate thing make sense to anyone? What is this unhinged shit? A lot of folks (who aren't anarchists) might be inclined to ask "why can't these people just let the cops take care of it?"
I was watching Legal Eagle's run down on the Trump Epstein thing earlier today and I woke up thinking about something I don't know if I've ever talked about. Now that I'm not in the US, I'm not at any risk of talking about it. I don't know how much I would have been before, but that's not something I'm gonna dig into right now. So let me tell you a story that might explain a few things.
I'm like 16, maybe 17. I have my license, so this girl I was dating/not dating/just friends with/whatever would regularly convince me to drive her and her friends around. I think she's like 15 at the time. Her friends are younger than her.
She tells me that there's a party we can go to where they have beer. She was told to invite her friends, so I can come too. We're going to pick her friends up (we regularly fill the VW Golf well beyond the legal limit and drive places) and head to the party.
So I take these girls, at least is 13 years old, down to this party. I'm already a bit sketched out bringing a 13 year old to a party. We drive out for a while. It's in the country. We drive down a long dark road. Three are some barrel fires and a shack. This is all a bit strange, but not too abnormal for this area. We're a little ways outside of a place called Mill City (in Oregon).
We park and walk towards the shack. This dude who looks like a rat comes up and offers us beer. He laughs and talks to the girl who invited me, "What's he doing here? You're supposed to bring your girl friends." She's like, "He's our ride." I don't remember if he offered me a beer or not.
We go over to this shed and everyone starts smoking, except me because I didn't smoke until I turned 18. The other girls start talking about the rat face dude, who's wandered over by the fire with some other guys. They're mainly teasing one of the 13 year old girls about having sex with him a bunch of times. They say he's like, 32 or something. The other girls joke about him only having sex with 13 year olds because he's too ugly to have sex with anyone closer to his own age.
Somewhere along the line it comes out that he's a cop. I never forgot that, it's absolutely seared in to my memory. I can picture his face perfectly still, decades later, and them talking about how he's a deputy, he was in his 30's, and he was having sex with a 13 year old girl. I was the only boy there, but there were a few older men. This was a chunk of the good ol' boys club of the town. I think there were a couple of cops besides the one deputy, and a judge or the mayor or some kind of big local VIP.
I kept trying to get my friend to leave, but she wanted to stay. Turns out under age drinking with cops seems like a great deal if you're a kid because you know you won't get busted. I left alone, creeped the fuck out.
I was told later that I wasn't invited and that I couldn't talk about it, I've always been good at compartmentalization, so I never did.
Decades later it occurred to me what was actually happening. I'm pretty sure that cop was giving meth he'd seized as evidence to these kids. This wasn't some one-off thing. It was regular. Who knows how many decades it went on after I left, or how many decades it had been going on before I found out. I knew this type of thing had happened at least a few times before because that's how that 13 year old girl and that 32 year old cop had hooked up in the first place.
Hearing about Epstein's MO, targeting these teenage girls from fucked up backgrounds, it's right there for me. I wouldn't be surprised if they were involved in sex trafficking of minors or some shit like that... but who would you call if you found out? Half the sheriff's department was there and the other half would cover for them.
You live in the city and shit like that doesn't happen, or at least you don't think it happens. But rural poor folks have this intuition about power and abuse. It's right there and you know it.
Trump is such a familiar character for me, because he's exactly that small town mayor or sheriff. He'll will talk about being tough on crime and hunting down pedophiles, while hanging out at a party that exists so people can fuck 8th graders.
The problem with the whole thing is that rural folks will never break the cognitive dissonance between "kill the peods" and "back the blue." They'll never go kill those cops. No, the pedos must be somewhere else. It must be the elites. It must be outsiders. It can't be the cops and good ol' boys everyone respects. It can't be the mayor who rigs the election to win every time. It can't be the "good upstanding" sheriff. Nah, it's the Clintons.
To be fair, it's probably also the Clitnons, a bunch of other politicians, billionaires, etc. Epstein was exactly who everyone thought he was, and he didn't get away with it for so long without a whole lot of really powerful help.
There are still powerful people who got away with involvement with #Epstein. #Trump is one of them, but I don't really believe that he's the only one.
#USPol #ACAB

@arXiv_csAR_bot@mastoxiv.page
2025-07-08 09:46:40

Optimizing Scalable Multi-Cluster Architectures for Next-Generation Wireless Sensing and Communication
Samuel Riedel, Yichao Zhang, Marco Bertuletti, Luca Benini
arxiv.org/abs/2507.05012

@arXiv_csDB_bot@mastoxiv.page
2025-06-23 10:05:40

PUL: Pre-load in Software for Caches Wouldn't Always Play Along
Arthur Bernhardt, Sajjad Tamimi, Florian Stock, Andreas Koch, Ilia Petrov
arxiv.org/abs/2506.16976

@arXiv_quantph_bot@mastoxiv.page
2025-07-21 09:45:50

Broadband and long-duration optical memory in Yb:YSO
T. Sanchez Mejia, L. Nicolas, A. Gelmini Rodriguez, M. Afzelius
arxiv.org/abs/2507.13973

@arXiv_csAR_bot@mastoxiv.page
2025-07-03 07:30:50

SD-Acc: Accelerating Stable Diffusion through Phase-aware Sampling and Hardware Co-Optimizations
Zhican Wang, Guanghui He, Hongxiang Fan
arxiv.org/abs/2507.01309