
2025-06-06 07:16:56
SECNEURON: Reliable and Flexible Abuse Control in Local LLMs via Hybrid Neuron Encryption
Zhiqiang Wang, Haohua Du, Junyang Wang, Haifeng Sun, Kaiwen Guo, Haikuo Yu, Chao Liu, Xiang-Yang Li
https://arxiv.org/abs/2506.05242
SECNEURON: Reliable and Flexible Abuse Control in Local LLMs via Hybrid Neuron Encryption
Zhiqiang Wang, Haohua Du, Junyang Wang, Haifeng Sun, Kaiwen Guo, Haikuo Yu, Chao Liu, Xiang-Yang Li
https://arxiv.org/abs/2506.05242
Yay, @… made it so :gitannex: #gitAnnex pushes the current branch first (not the git-annex or synced/* branches). This is awesome when you want to push-to-create a local repo to your @…
Spatial marching with subgrid-scale local exact coherent structures in non-uniformly curved channel flow
Runjie Song, Kengo Deguchi
https://arxiv.org/abs/2508.03968 https://
A June ranking of the top 25 local public radio/TV websites in the US based on traffic shows MPR at the top, followed by LAist and Oregon Public Broadcasting (Joshua Benton/Nieman Lab)
https://www.niemanlab.org/2025/08/these-pu
The fermionic DGFF and its scaling limit logCFT
David Adame-Carrillo, Wioletta M. Ruszel
https://arxiv.org/abs/2508.03972 https://arxiv.org/pdf/2508.03972
Intergalactic Wandering Stars in the Local Universe: Theoretical Predictions for Their Distance and Luminosity Distribution
Jia-Hui Wang, Maosheng Xiang, Ji-Feng Liu
https://arxiv.org/abs/2508.03022
Long; central Massachusetts colonial history
Today on a whim I visited a site in Massachusetts marked as "Huguenot Fort Ruins" on OpenStreetMaps. I drove out with my 4-year-old through increasingly rural central Massachusetts forests & fields to end up on a narrow street near the top of a hill beside a small field. The neighboring houses had huge lawns, some with tractors.
Appropriately for this day and this moment in history, the history of the site turns out to be a microcosm of America. Across the field beyond a cross-shaped stone memorial stood an info board with a few diagrams and some text. The text of the main sign (including typos/misspellings) read:
"""
Town Is Formed
Early in the 1680's, interest began to generate to develop a town in the area west of Natick in the south central part of the Commonwealth that would be suitable for a settlement. A Mr. Hugh Campbell, a Scotch merchant of Boston petitioned the court for land for a colony. At about the same time, Joseph Dudley and William Stoughton also were desirous of obtaining land for a settlement. A claim was made for all lands west of the Blackstone River to the southern land of Massachusetts to a point northerly of the Springfield Road then running southwesterly until it joined the southern line of Massachusetts.
Associated with Dudley and Stoughton was Robert Thompson of London, England, Dr. Daniel Cox and John Blackwell, both of London and Thomas Freak of Hannington, Wiltshire, as proprietors. A stipulation in the acquisition of this land being that within four years thirty families and an orthodox minister settle in the area. An extension of this stipulation was granted at the end of the four years when no group large enough seemed to be willing to take up the opportunity.
In 1686, Robert Thompson met Gabriel Bernor and learned that he was seeking an area where his countrymen, who had fled their native France because of the Edict of Nantes, were desirous of a place to live. Their main concern was to settle in a place that would allow them freedom of worship. New Oxford, as it was the so-named, at that time included the larger part of Charlton, one-fourth of Auburn, one-fifth of Dudley and several square miles of the northeast portion of Southbridge as well as the easterly ares now known as Webster.
Joseph Dudley's assessment that the area was capable of a good settlement probably was based on the idea of the meadows already established along with the plains, ponds, brooks and rivers. Meadows were a necessity as they provided hay for animal feed and other uses by the settlers. The French River tributary books and streams provided a good source for fishing and hunting. There were open areas on the plains as customarily in November of each year, the Indians burnt over areas to keep them free of underwood and brush. It appeared then that this area was ready for settling.
The first seventy-five years of the settling of the Town of Oxford originally known as Manchaug, embraced three different cultures. The Indians were known to be here about 1656 when the Missionary, John Eliott and his partner Daniel Gookin visited in the praying towns. Thirty years later, in 1686, the Huguenots walked here from Boston under the guidance of their leader Isaac Bertrand DuTuffeau. The Huguenot's that arrived were not peasants, but were acknowledged to be the best Agriculturist, Wine Growers, Merchant's, and Manufacter's in France. There were 30 families consisting of 52 people. At the time of their first departure (10 years), due to Indian insurrection, there were 80 people in the group, and near their Meetinghouse/Church was a Cemetery that held 20 bodies. In 1699, 8 to 10 familie's made a second attempt to re-settle, failing after only four years, with the village being completely abandoned in 1704.
The English colonist made their way here in 1713 and established what has become a permanent settlement.
"""
All that was left of the fort was a crumbling stone wall that would have been the base of a higher wooden wall according to a picture of a model (I didn't think to get a shot of that myself). Only trees and brush remain where the multi-story main wooden building was.
This story has so many echoes in the present:
- The rich colonialists from Boston & London agree to settle the land, buying/taking land "rights" from the colonial British court that claimed jurisdiction without actually having control of the land. Whether the sponsors ever actually visited the land themselves I don't know. They surely profited somehow, whether from selling on the land rights later or collecting taxes/rent or whatever, by they needed poor laborers to actually do the work of developing the land (& driving out the original inhabitants, who had no say in the machinations of the Boston court).
- The land deal was on condition that there capital-holders who stood to profit would find settlers to actually do the work of colonizing. The British crown wanted more territory to be controlled in practice not just in theory, but they weren't going to be the ones to do the hard work.
- The capital-holders actually failed to find enough poor suckers to do their dirty work for 4 years, until the Huguenots, fleeing religious persecution in France, were desperate enough to accept their terms.
- Of course, the land was only so ripe for settlement because of careful tending over centuries by the natives who were eventually driven off, and whose land management practices are abandoned today. Given the mention of praying towns (& dates), this was after King Phillip's war, which resulted in at least some forced resettlement of native tribes around the area, but the descendants of those "Indians" mentioned in this sign are still around. For example, this is the site of one local band of Nipmuck, whose namesake lake is about 5 miles south of the fort site: #LandBack.
Equivalence of Koopman Eigenfunctions and a Commuting Local Frame of Symmetries
Xinyuan Jiang, Yan Li
https://arxiv.org/abs/2508.02437 https://arxiv.org/pd…
DACN: Dual-Attention Convolutional Network for Hyperspectral Image Super-Resolution
Usman Muhammad, Jorma Laaksonen
https://arxiv.org/abs/2506.05041 https:…
An emergence-oriented approach to cyclic pursuit
Zhaozhan Yao, Yuhua Yao, Xiaoming Hu
https://arxiv.org/abs/2506.05157 https://arxiv.…
Separation Logic of Generic Resources via Sheafeology
Berend van Starkenburg, Henning Basold, Chase Ford
https://arxiv.org/abs/2508.01866 https://arxiv.org…
“‘It’s very difficult to not take corporate money … we’ve hired grant writers who have asked, “Well, how about Bank of America, how about Apple?” How about no,’ laughed Sullivan, who explained, ‘Even if a sponsor never asks you to edit any of your work, you are going to be censoring yourself, like, “If we say this, maybe they won’t give us money next year.”’”
Nonlocal loss of first homotopy in polyhedral approximations of Peano continua
Jeremy Brazas, Hanspeter Fischer
https://arxiv.org/abs/2508.01041 https://ar…
Analysis on a generalized two-component Novikov system
Yonghui Zhou, Xiaowan Li, Shuguan Ji, Zhijun Qiao
https://arxiv.org/abs/2508.04290 https://arxiv.org…
"This breakthrough enables each pixel of an OLED display to simultaneously emit different sounds, essentially allowing the display to function as a multichannel speaker array"
https://www.sciencedaily.com/releases/2025/05/250521125055.htm
This https://arxiv.org/abs/2506.00140 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_csAI_…
FluidFormer: Transformer with Continuous Convolution for Particle-based Fluid Simulation
Nianyi Wang, Yu Chen, Shuai Zheng
https://arxiv.org/abs/2508.01537 https://
FairHuman: Boosting Hand and Face Quality in Human Image Generation with Minimum Potential Delay Fairness in Diffusion Models
Yuxuan Wang, Tianwei Cao, Huayu Zhang, Zhongjiang He, Kongming Liang, Zhanyu Ma
https://arxiv.org/abs/2507.02714
The Acorn, our local newspaper, had a nice article on CVARC's Field Day...in the first photo, those are phone stations on the right, digital on the left, and CW operators in the next tent in the distance. I try to keep the digital and CW operators separated, because...well, if you know, you know. :wink:
https://www.
Canada's "AI Minister" won't be far behind. (Or maybe he's already ahead... it _would_ explain a lot....) https://bsky.app/profile/did:plc:35jwgqplo2hl6v77qgsehmhe/post/3lvnyk3fo6s2c
A look at The Daily, which runs 14 UK lifestyle titles with a model where contributors keep the first £500 and then split revenue 50/50 with founder Marc Astley (Killian Faith-Kelly/Press Gazette)
https://pressgazette.co.uk/p…
From Global to Local: A Scalable Benchmark for Local Posterior Sampling
Rohan Hitchcock, Jesse Hoogland
https://arxiv.org/abs/2507.21449 https://arxiv.org/…
There's a long, complicated back story to how tonight's meeting came about at our local beach. But our granddaughter, who's visiting this weekend, met her 2nd cousin from Nova Scotia for the first time. They are 9 months apart in age and had an awkward interaction after an introduction, but 5 minutes later, they were discussing cats and hydrology and had a #Minecraft date for tomorrow morning.
Kids are awesome because they don't have the same hangups about looking stupid in front of people until grownups unfortunately give them lessons.
no ____ sherlock: “Evidence of drought”
In 2015 we had a long drought and that was the first year *ever* #BCWildfire saw Rank 5 fires in the Coastal Fire Centre of BC. It was a fire near Squamish. I was in a municipal meeting with BC Wildfire folks at UBCM.
Climate Change is happening, has happened, and will continue until we stop forcing it. Our natural landscapes have no way to adapt.
END FOSSIL FUELS
#BCWildfire #endfossilfuels #BCPoli #CanPoli #ClimateChange
https://www.albernivalleynews.com/local-news/evidence-of-drought-wesley-ridge-wildfire-burns-through-dry-conditions-8175809
A first-order method for nonconvex-nonconcave minimax problems under a local Kurdyka-\L{}ojasiewicz condition
Zhaosong Lu, Xiangyuan Wang
https://arxiv.org/abs/2507.01932
Quadratic Segre indices
Felipe Espreafico, Stephen McKean, Sabrina Pauli
https://arxiv.org/abs/2506.01547 https://arxiv.org/pdf/2506.…
More on Intractability of Thermalization: (almost) i.i.d. inputs and finite lattices
Keiji Matsumoto
https://arxiv.org/abs/2507.02601 https://
The non-isothermal Maxwell-Stefan asymptotics of the multi-species Boltzmann equations
Xinqiu Chen, Ning Jiang, Yi-Long Luo
https://arxiv.org/abs/2508.03311 https://
Local-in-Time Conservative Binary Dynamics at Fifth Post-Minkowskian and First Self-Force Orders
Christoph Dlapa, Gregor K\"alin, Zhengwen Liu, Rafael A. Porto
https://arxiv.org/abs/2506.20665
Oh great, now we’ll be reliant on the Chinese for sodium and iron. \s https://fed.brid.gy/r/https://bsky.app/profile/did:plc:twjze4qqf6fgxz33ct52wlnl/post/3lsxhwuota22g
Non-local random deposition models for earthquakes and energy propagation
Philippe Carmona, Fran\c{c}ois P\'etr\'elis, Nicolas P\'etr\'elis
https://arxiv.org/abs/2506.23853
A Computational Proof of the Highest-Scoring Boggle Board
Dan Vanderkam
https://arxiv.org/abs/2507.02117 https://arxiv.org/pdf/2507.0…
Shrinkers of the area-preserving curve-shortening flow: Existence and saddle-point property
Nikita Cernomazov
https://arxiv.org/abs/2508.00352 https://arxi…
Some Friday Night ÖPNV trivia: What local and regional trains in Europe have First Class? Only trains where Interrail is valid count. #BahnBubble
I’ll start with the Leonardo Express, Roma Termini–Fiumicino Aeroporto, which has *only* First Class. (Which comfort-wise is second class, though.)
Local Type Inference for Context-Free Session Types
Bernardo Almeida (LASIGE, Faculty of Sciences, University of Lisbon, Portugal), Andreia Mordido (LASIGE, Faculty of Sciences, University of Lisbon, Portugal), Vasco T. Vasconcelos (LASIGE, Faculty of Sciences, University of Lisbon, Portugal)
https://arxiv.org/abs/2505.20855
Benchmarking Adelaide
Great Australian Pods Podcast Directory: #GreatAusPods
Computational Analysis of Climate Policy
Carolyn Hicks
https://arxiv.org/abs/2506.22449 https://arxiv.org/pdf/2506.22449
⏱️ Poor man's bitemporal data system in SQLite and Clojure
#database
Nice - Emile Donovan talks to a local (to Ōtautahi) tech legend, Dr Tim Bell (U Canterbury CompSci lecturer) about teaching kids about computers https://www.rnz.co.nz/national/programmes/nights/audio/20…
‘I wish I could turn back the hands of time’: Ruggs speaks after fatal Las Vegas DUI crash https://www.reviewjournal.com/local/local-las-vegas/i-wish-i-could-turn-back-the-hands-of-time-ruggs…
Poisoning Attacks to Local Differential Privacy for Ranking Estimation
Pei Zhan (School of Cyber Science and Technology, Shandong University, State Key Laboratory of Cryptography and Digital Economy Security, Shandong University, Qingdao, China), Peng Tang (School of Cyber Science and Technology, Shandong University, State Key Laboratory of Cryptography and Digital Economy Security, Shandong University, Qingdao, China), Yangzhuo Li (School of Cyber Science and Technology, Shandong Univ…
This https://arxiv.org/abs/2503.16393 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_mat…
This https://arxiv.org/abs/2503.11568 has been replaced.
initial toot: https://mastoxiv.page/@a…
The Relationship between Cognition and Computation: "Global-first" Cognition versus Local-first Computation
Lin Chen
https://arxiv.org/abs/2506.17970
Absence of nontrivial local conserved quantities in the Hubbard model on the two or higher dimensional hypercubic lattice
Mahiro Futami
https://arxiv.org/abs/2507.20106 https://…
This https://arxiv.org/abs/2502.09951 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_hepe…
Survey: local news outlets make up 51% of INN's 500 members, digital-first outlets employ ~3,200 journalists, foundation funding is 49% of revenue, and more (INN News)
https://news.inn.org/highlights-2025-inn-index/
First round PI workup on the switch line card is done.
All of the other rails are fine, the only one with any significant issues of concern is 1V0 which I am suspecting might be a nothingburger (test point too close to the DC-DC so the local bypass caps dont have much of an impact).
Gonna solder a probe on to get a measurement at the actual BGA vias and see how noisy the rail is there, then probably put some diff probes on the QSGMII while I've got the thing decabled.
Balancing Profit and Fairness in Risk-Based Pricing Markets
Jesse Thibodeau, Hadi Nekoei, Afaf Ta\"ik, Janarthanan Rajendran, Golnoosh Farnadi
https://arxiv.org/abs/2506.00140
A variable dimension sketching strategy for nonlinear least-squares
Stefania Bellavia, Greta Malaspina, Benedetta Morini
https://arxiv.org/abs/2506.03965 h…
Weyl-Superconductivity revealed by Edge Mode mediated Nonlocal Transport
Wenyao Liu, Gabriel Natale, Camron Farhang, Michael Geiwitz, Kewen Huang, Qishuo Tan, Xingyao Guo, Mason Gray, Vincent Lamberti, Jazzmin Victorin, Huairuo Zhang, James L. Hart, Vsevolod Belosevich, Xi Ling, Qiong Ma, Wan Kyu Park, Kenji Watanabe, Takashi Taniguchi, Judy J. Cha, Albert V. Davydov, Kin Chung Fong, Ethan Arnault, Genda Gu, Rui-Xing Zhang, Enrico Rossi, Jing Xia, Kenneth S. Burch
Finally back from holiday first task (after rescuing houseplants & fussing over pets), is filling the fridge. I was (re)inspired by the #Antigaspi boxes in French supermarkets to try the groceries bags from @… : not bad for less than €4 (29dkk) from my local supermarket
This https://arxiv.org/abs/2504.13373 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_mat…
Constraining the Origin of FRB 20121102A's Persistent Radio Source with Long-Term Radio Observations
Mohit Bhardwaj, Arvind Balasubramanian, Yasha Kaushal, Shriharsh P. Tendulkar
https://arxiv.org/abs/2506.23861
This https://arxiv.org/abs/2411.15174 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_mat…
"But West Virginia’s new law is unusual. Boasting the “least restrictive regulatory environment in the nation,” it prohibits local officials from having any input into where off-grid data centers go. This provision appears to be a nationwide first and is angering mayors and commissioners statewide."
From: @…
Comment on "Long-range crossed Andreev reflection in a topological insulator nanowire proximitized by a superconductor" by Junya Feng et al
E. S. Tikhonov, V. S. Khrapai
https://arxiv.org/abs/2505.23490
Oil and plastic pollution from shipwreck raises concerns, legal scrutiny in India https://news.mongabay.com/2025/07/oil-and-plastic-pollution-from-shipwreck-raises-concerns-legal-scrutiny-in-india/
Flowing Loops
Great Australian Pods Podcast Directory: #GreatAusPods
Cloudflare starts blocking access to pirate sites in the UK; previously, blocking was almost entirely done by local ISPs (Andy Maxwell/TorrentFreak)
https://torrentfreak.com/cloudflare-starts-blocking-pirate-sites-for-uk-users-tha…
Continuous Indexed Points for Multivariate Volume Visualization
Liang Zhou, Xinyi Gou, Daniel Weiskopf
https://arxiv.org/abs/2506.19400 https://
This https://arxiv.org/abs/2401.09337 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_mat…
Rheological modeling with GENERIC and with the Onsager principle
Miroslav Grmela
https://arxiv.org/abs/2507.22144 https://arxiv.org/pdf/2507.22144
Triadic First-Order Logic Queries in Temporal Networks
Omkar Bhalerao, Yunjie Pan, C. Seshadhri, Nishil Talati
https://arxiv.org/abs/2507.17215 https://
Electrically driven first-order phase transition of a 2D ionic crystal at the electrode/electrolyte interface
Federica Angiolari, Alessandro Coretti, Mathieu Salanne, Sara Bonella
https://arxiv.org/abs/2507.19087
This https://arxiv.org/abs/2407.01353 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_mat…
Improving Reinforcement Learning Sample-Efficiency using Local Approximation
Mohit Prashant, Arvind Easwaran
https://arxiv.org/abs/2507.12383 https://
On the pointwise and sup-norm errors for local regression estimators
J\'er\'emy Bettinger, Fran\c{c}ois Portier, Adrien Saumard
https://arxiv.org/abs/2507.07132
This https://arxiv.org/abs/2503.16393 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_mat…
PBS and one of its local affiliates sue the Trump administration, saying his executive order to cut federal funding violated PBS' First Amendment rights (Sara Fischer/Axios)
https://www.axios.com/2025/05/30/pbs-funding-sue-trump
Unveiling the small-scale web around galaxies with miniJPAS and DESI: the role of local connectivity in star formation
Daniela Gal\'arraga-Espinosa, Guinevere Kauffmann, Silvia Bonoli, Luisa Lucie-Smith, Rosa M. Gonz\'alez Delgado, Elmo Tempel, Raul Abramo, Siddharta Gurung-L\'opez, Valerio Marra, Jailson Alcaniz, Narciso Benitez, Saulo Carneiro, Javier Cenarro, David Crist\'obal-Hornillos, Renato Dupke, Alessandro Ederoclite, Antonio Hern\'an-Caballero, Carlos Hern…
This https://arxiv.org/abs/2503.21653 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_mat…
Replaced article(s) found for q-bio.NC. https://arxiv.org/list/q-bio.NC/new
[1/1]:
- The Relationship between Cognition and Computation: "Global-first" Cognition versus Local-first C...
Lin Chen
A three-dimensional, multi-wavelength view and time-dependent analysis of the Milky Way's local ionized gas
Lewis McCallum, Kenneth Wood, Robert Benjamin, Dhanesh Krishnarao, Anna F. McLeod
https://arxiv.org/abs/2506.17689
Energy local minimizers for the nonlinear Schr\"{o}dinger equation on product spaces
Dario Pierotti, Gianmaria Verzini, Junwei Yu
https://arxiv.org/abs/2506.22371
Boundary bilinear control of semilinear parabolic PDEs: quadratic convergence of the SQP method
Eduardo Casas, Mariano Mateos
https://arxiv.org/abs/2505.24237
MCEDA buys The Tuskegee News to prevent the Alabama city from becoming a news desert, in what seems to be a first for a US economic development agency (Sarah Clifton/Montgomery Advertiser)
https://www.
Time asymptotics, time regularity and separation rates for Navier-Stokes flows in supercritical solution classes
Zachary Bradshaw, Joshua Hudson
https://arxiv.org/abs/2508.00714
Branch, or Layer? Zeroth-Order Optimization for Continual Learning of Vision-Language Models
Ziwei Liu, Borui Kang, Wei Li, Hangjie Yuan, Yanbing Yang, Wenbin Li, Jun Luo, Yifan Zhu, Tao Feng
https://arxiv.org/abs/2506.12409
Efficient and stable diffusion generated methods for ground state computation in Bose--Einstein condensates
Jing Guo, Yongyong Cai, Dong Wang
https://arxiv.org/abs/2507.21564 ht…
This https://arxiv.org/abs/2502.07662 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_…
With RSNs weakened due to cord-cutting, a look at how the NBA and teams are handling local broadcasts, as some turn to streaming and others buy their local RSNs (Mike Vorkunov/New York Times)
https://www.nytimes.com/athletic/6299679/2
Local Wellposedness and Global Weak Solutions of the Pauli-Darwin/Poisswell Equations
Pierre Germain, Norbert J. Mauser, Jakob M\"oller
https://arxiv.org/abs/2506.22333
Detecting local topology with the spectral localizer
Alexander Cerjan, Hermann Schulz-Baldes
https://arxiv.org/abs/2506.14174 https://
Efficient semi-analytic modelling of Pop III star formation from Cosmic Dawn to Reionization
Sahil Hegde, Steven R. Furlanetto
https://arxiv.org/abs/2507.19581 https://
Interior-Point Algorithms for Monotone Linear Complementarity Problem Based on Different Predictor Directions
Marianna E. -Nagy, Tibor Ill\'es, Yurii Nesterov, Petra Ren\'ata Rig\'o
https://arxiv.org/abs/2507.22185
Critical scattering for the nonlinear Schr\"odinger equation on waveguide manifolds
Yongming Luo
https://arxiv.org/abs/2506.00442 https://
Kinematic misalignment as a driver of black hole activity in galaxies with external interactions
Sandra I. Raimundo, Rogerio Riffel, Song-lin Li, Cristina Ramos Almeida, Sandro Rembold, Rogemar A. Riffel, Thaisa Storchi-Bergmann, Marianne Vestergaard, Jos\'e L. Tous
https://arxiv.org/abs/2506.21749
Berezin-Li-Yau inequality for mixed local-nonlocal Dirichlet-Laplacian
Aidyn Kassymov, Berikbol T. Torebek
https://arxiv.org/abs/2506.17780 https://…
On some typicality and density results for nonsmooth vector fields and the associated ODE and continuity equation
Francesco Cianfrocca, Stefano Modena
https://arxiv.org/abs/2507.22754
Local well-posedness and asymptotic analysis of a nonlocal incompressible Navier--Stokes--Korteweg system
Jeongho Kim, Jaeyong Shin
https://arxiv.org/abs/2507.16295
Local and global solvability of the Grushin heat equation with mixed nonlinear memory and reaction terms
Ahmad Z. Fino, Arlucio Viana
https://arxiv.org/abs/2507.13547