Tootfinder

There were actually a lot of good recommendations from that Committee report, the one on PR was just the final one! Here's a few more.. including some that local #Fediverse proponents could dig into! @… was on the Committee.
—>FEDI ADVANTAGE<— “The Committee heard about a number of issues related to
the electoral information environment. Members recommend
that the provincial government collaborate with Elections
BC and the federal government to review existing legislative
and regulatory measures related to misinformation,
disinformation, and hate speech during elections, including
**mechanisms to ensure the timely removal of harmful content** (**emphasis added)”
—> FEDI ADVANTAGE<— “To better address challenges associated with social media and emergent technologies such as artificial intelligence, Members recommend establishing a working group to propose amendments to BC’s privacy and election legislation. To better protect all users, the Committee recommends requiring digital platforms to act with a duty of care and establish clear safety-related requirements such as data privacy, platform design, and content policy. The Committee also heard about concerns regarding foreign interference, and recommends that these be considered by the Electoral Integrity Working Group.”
—The Committee heard about the critical importance of
civic education to ensure the public’s understanding of
democratic institutions, processes, and participation. The
Committee recommends strengthening civic education
in the K-12 school system with input from experts and a
greater emphasis on applied learning.
— the Committee suggests enhancing data collection by requiring proactive enumeration on an annual basis and ensuring that registered parties and candidates can access poll-by-poll results. Elections BC should review and improve
voter registration practices and communication, as well as
access to and public awareness of voting opportunities. With respect to expanding voter eligibility, the Committee supports further examination of extending voting rights to 16- and 17-year-olds as well as permanent residents in BC.
— Committee Members recommend modernizing the candidate nominator verification process, requiring Elections BC to collect and share voters’ contact information with registered political parties and candidates, and strengthening measures related to access to multi-unit buildings for candidates and their campaigns.
Full report to the Legislature: #BCPoli #CanPoli #CdnPoli #ElectoralReform #Democracy #ProportionalRepresentation #Polarization

After #Trump finally crashes and burns (I'm still saying I don't think he makes it to the mid terms, and I think it's more than possible he won't make it to the end of the year) we'll hear a lot of people say, "the system worked!" Today people are already talking about "saving democracy" by fighting back. This will become a big rally cry to vote (for Democrats, specifically), and the complete failure of the system will be held up as the best evidence for even greater investment in it.
I just want to point out that American democracy gave nuclear weapons to a pedophile, who, before being elected was already a well known sexual predator, and who made the campaign promise to commit genocide. He then preceded to commit genocide. And like, I don't care that he's "only" kidnaped and disappeared a few thousand brown people. That's still genocide. Even if you don't kill every member of a targeted group, any attempt to do so is still "committing genocide." Trump said he would commit genocide, then he hired all the "let's go do a race war" guys he could find and *paid* them to go do a race war. And, even now as this deranged monster is crashing out, he is still authorized to use the world's largest nuclear arsenal.
He committed genocide during his first term when his administration separated migrant parents and children, then adopted those children out to other parents. That's technically genocide. The point was to destroy the very people been sending right wing terror squads after.
There was a peaceful hand over of power to a known Russian asset *twice*, and the second time he'd already committed *at least one* act of genocide *and* destroyed cultural heritage sites (oh yeah, he also destroyed indigenous grave sites, in case you forgot, during his first term).
All of this was allowed because the system is set up to protect exactly these types of people, because *exactly* these types of people are *the entire power structure*.
Going back to that system means going back to exactly the system that gave nuclear weapons to a pedophile *TWICE*.
I'm already seeing the attempts to pull people back, the congratulations as we enter the final phase, the belief that getting Trump out will let us all get back to normal. Normal. The normal that lead here in the first place. I can already see the brunch reservations being made. When Trump is over, we will be told we won. We will be told that it's time to go back to sleep.
When they tell you everything worked, everything is better, that we can stop because we won, tell them "fuck you! Never again means never again." Destroy every system that ever gave these people power, that ever protected them from consequences, that ever let them hide what they were doing.
These democrats funded a genocide abroad and laid the groundwork for genocide at home. They protected these predators, for years. The whole power structure is guilty. As these files implicate so many powerful people, they're trying to shove everything back in the box. After all the suffering, after we've finally made it clear that we are the once with the power, only now they're willing to sacrifice Trump to calm us all down.
No, that's a good start but it can't be the end.
Winning can't be enough to quench that rage. Keep it burning. When this is over, let victory fan that anger until every institution that made this possible lies in ashes. Burn it all down and salt the earth. Taking down Trump is a great start, but it's not time to give up until this isn't possible again.
#USPol

Russia, a European friend of Russia, and an American admirer/asset of Russia to hold 'peace summit'.
https://www.politico.eu/article/viktor-orban-vladimir-putin-russia-ukraine-donald-trump-meeting/

‘We are ready’: Orbán hails planned Trump-Putin meeting in Budapest
The U.S. president says he will meet Russia’s leader in Hungary.

Crosslisted article(s) found for cs.LG. https://arxiv.org/list/cs.LG/new
[1/3]:
- Optimizing Text Search: A Novel Pattern Matching Algorithm Based on Ukkonen's Approach
Xinyu Guan, Shaohua Zhang
https://arxiv.org/abs/2512.16927 https://mastoxiv.page/@arXiv_csDS_bot/115762062326187898
- SpIDER: Spatially Informed Dense Embedding Retrieval for Software Issue Localization
Shravan Chaudhari, Rahul Thomas Jacob, Mononito Goswami, Jiajun Cao, Shihab Rashid, Christian Bock
https://arxiv.org/abs/2512.16956 https://mastoxiv.page/@arXiv_csSE_bot/115762248476963893
- MemoryGraft: Persistent Compromise of LLM Agents via Poisoned Experience Retrieval
Saksham Sahai Srivastava, Haoyu He
https://arxiv.org/abs/2512.16962 https://mastoxiv.page/@arXiv_csCR_bot/115762140339109012
- Colormap-Enhanced Vision Transformers for MRI-Based Multiclass (4-Class) Alzheimer's Disease Clas...
Faisal Ahmed
https://arxiv.org/abs/2512.16964 https://mastoxiv.page/@arXiv_eessIV_bot/115762196702065869
- Probing Scientific General Intelligence of LLMs with Scientist-Aligned Workflows
Wanghan Xu, et al.
https://arxiv.org/abs/2512.16969 https://mastoxiv.page/@arXiv_csAI_bot/115762050529328276
- PAACE: A Plan-Aware Automated Agent Context Engineering Framework
Kamer Ali Yuksel
https://arxiv.org/abs/2512.16970 https://mastoxiv.page/@arXiv_csAI_bot/115762054461584205
- A Women's Health Benchmark for Large Language Models
Elisabeth Gruber, et al.
https://arxiv.org/abs/2512.17028 https://mastoxiv.page/@arXiv_csCL_bot/115762049873946945
- Perturb Your Data: Paraphrase-Guided Training Data Watermarking
Pranav Shetty, Mirazul Haque, Petr Babkin, Zhiqiang Ma, Xiaomo Liu, Manuela Veloso
https://arxiv.org/abs/2512.17075 https://mastoxiv.page/@arXiv_csCL_bot/115762077400293945
- Disentangled representations via score-based variational autoencoders
Benjamin S. H. Lyo, Eero P. Simoncelli, Cristina Savin
https://arxiv.org/abs/2512.17127 https://mastoxiv.page/@arXiv_statML_bot/115762251753966702
- Biosecurity-Aware AI: Agentic Risk Auditing of Soft Prompt Attacks on ESM-Based Variant Predictors
Huixin Zhan
https://arxiv.org/abs/2512.17146 https://mastoxiv.page/@arXiv_csCR_bot/115762318582013305
- Application of machine learning to predict food processing level using Open Food Facts
Arora, Chauhan, Rana, Aditya, Bhagat, Kumar, Kumar, Semar, Singh, Bagler
https://arxiv.org/abs/2512.17169 https://mastoxiv.page/@arXiv_qbioBM_bot/115762302873829397
- Systemic Risk Radar: A Multi-Layer Graph Framework for Early Market Crash Warning
Sandeep Neela
https://arxiv.org/abs/2512.17185 https://mastoxiv.page/@arXiv_qfinRM_bot/115762275982224870
- Do Foundational Audio Encoders Understand Music Structure?
Keisuke Toyama, Zhi Zhong, Akira Takahashi, Shusuke Takahashi, Yuki Mitsufuji
https://arxiv.org/abs/2512.17209 https://mastoxiv.page/@arXiv_csSD_bot/115762341541572505
- CheXPO-v2: Preference Optimization for Chest X-ray VLMs with Knowledge Graph Consistency
Xiao Liang, Yuxuan An, Di Wang, Jiawei Hu, Zhicheng Jiao, Bin Jing, Quan Wang
https://arxiv.org/abs/2512.17213 https://mastoxiv.page/@arXiv_csCV_bot/115762574180736975
- Machine Learning Assisted Parameter Tuning on Wavelet Transform Amorphous Radial Distribution Fun...
Deriyan Senjaya, Stephen Ekaputra Limantoro
https://arxiv.org/abs/2512.17245 https://mastoxiv.page/@arXiv_condmatmtrlsci_bot/115762447037143855
- AlignDP: Hybrid Differential Privacy with Rarity-Aware Protection for LLMs
Madhava Gaikwad
https://arxiv.org/abs/2512.17251 https://mastoxiv.page/@arXiv_csCR_bot/115762396593872943
- Practical Framework for Privacy-Preserving and Byzantine-robust Federated Learning
Baolei Zhang, Minghong Fang, Zhuqing Liu, Biao Yi, Peizhao Zhou, Yuan Wang, Tong Li, Zheli Liu
https://arxiv.org/abs/2512.17254 https://mastoxiv.page/@arXiv_csCR_bot/115762402470985707
- Verifiability-First Agents: Provable Observability and Lightweight Audit Agents for Controlling A...
Abhivansh Gupta
https://arxiv.org/abs/2512.17259 https://mastoxiv.page/@arXiv_csMA_bot/115762225538364939
- Warmer for Less: A Cost-Efficient Strategy for Cold-Start Recommendations at Pinterest
Saeed Ebrahimi, Weijie Jiang, Jaewon Yang, Olafur Gudmundsson, Yucheng Tu, Huizhong Duan
https://arxiv.org/abs/2512.17277 https://mastoxiv.page/@arXiv_csIR_bot/115762214396869930
- LibriVAD: A Scalable Open Dataset with Deep Learning Benchmarks for Voice Activity Detection
Ioannis Stylianou, Achintya kr. Sarkar, Nauman Dawalatabad, James Glass, Zheng-Hua Tan
https://arxiv.org/abs/2512.17281 https://mastoxiv.page/@arXiv_csSD_bot/115762361858560703
- Penalized Fair Regression for Multiple Groups in Chronic Kidney Disease
Carter H. Nakamoto, Lucia Lushi Chen, Agata Foryciarz, Sherri Rose
https://arxiv.org/abs/2512.17340 https://mastoxiv.page/@arXiv_statME_bot/115762446402738033
toXiv_bot_toot