Tootfinder

Giorgio reports from the trenches of democracy on the ground in Ukraine.
He risks his life to report from the front lines so that the world might learn the truth of what is happening in Ukraine.
His is a singular voice that few others dare to experience, certainly not US media, who fail to do their job as the world is overrun with evil and lies.
Giorgio shares the friend link so the truth can be more easily shared. Please support Giorgio's work, and support Ukraine in …

The Front That’s Not On Maps
Live from Ukraine 🇺🇦

Ukraine Update: Western betrayal in stopping aid shipments leads to Russian victory on the battlefield.
Ukraine is out of ammo, while China and North Korea are uninterrupted in their support of Russia's genocide in Ukraine.
Western media doesn't give a shit, but Giorgio is fighting for his life as he reports from the trenches on the ground in Ukraine.
He shares the friend link so the world can glimpse the terrible truth of what is happening in Ukraine. Evidence of w…

China provides the materials and technologies Russia needs for making the drones that attack Ukrainian civilians.
Because Russia is shit, they often send drones that fail to explode, providing excellent evidence of the bits and pieces coming from China and the west.
Giorgio is on the ground in Ukraine, gathering receipts from the wreckage and reporting from the trenches of democracy.
He shares the friend link so the world can learn the truth of what their governments are do…

China’s Signature On Russian Terror
Live from Ukraine 🇺🇦

Right after graduating in 2015, I was offered a job at the #BBC, working on scaling iPlayer. Well, continuing to scale iPlayer. It's one of my great what ifs.
It's an organisation I hugely admire, for many of the reasons that it is being attacked so viciously right now. Truth matters. Finding common ground matters. Keep the faith.

In situ ionospheric observations near lunar south pole by the Langmuir Probe on #Chandrayaan-3 lander: https://academic.oup.com/mnras/article/542/4/2647/8223395?login=false -> Chandrayaan-3's RAMBHA-LP Instrument Delivers Critical 'Ground Truth' on the Moon’s Plasma Environment: https://www.isro.gov.in/Chandrayaan3RAMBHALP_GroundTruth.html

With Trump's help, Putin is breaking records for number of missels fired - beating Hitler's Nazi Germany for all of 1945.
Giorgio is a hero reporting from the trenches of democracy, on the ground in Ukraine.
He often takes selfies in front of the rubble of civilian buildings destroyed by Russia.
Look at his face and witness the terror and disgust mixed with overwhelming heartbreak and sorrow - see the face of a man who witnesses the truth of Trump's "peace&…

Pokrovsk Is Encircled. By Fake News.
Live from Ukraine 🇺🇦

E-MoFlow: Learning Egomotion and Optical Flow from Event Data via Implicit Regularization
Wenpu Li, Bangyan Liao, Yi Zhou, Qi Xu, Pian Wan, Peidong Liu
https://arxiv.org/abs/2510.12753

E-MoFlow: Learning Egomotion and Optical Flow from Event Data via Implicit Regularization
The estimation of optical flow and 6-DoF ego-motion, two fundamental tasks in 3D vision, has typically been addressed independently. For neuromorphic vision (e.g., event cameras), however, the lack of robust data association makes solving the two problems separately an ill-posed challenge, especially in the absence of supervision via ground truth. Existing works mitigate this ill-posedness by either enforcing the smoothness of the flow field via an explicit variational regularizer or leveraging…

Replaced article(s) found for cs.LG. https://arxiv.org/list/cs.LG/new
[2/14]:
- Learning-based Sketches for Frequency Estimation in Data Streams without Ground Truth
Xinyu Yuan, Yan Qiao, Meng Li, Zhenchun Wei, Cuiying Feng, Zonghui Wang, Wenzhi Chen

Not in Sync: Unveiling Temporal Bias in Audio Chat Models
Jiayu Yao, Shenghua Liu, Yiwei Wang, Rundong Cheng, Lingrui Mei, Baolong Bi, Zhen Xiong, Xueqi Cheng
https://arxiv.org/abs/2510.12185

Not in Sync: Unveiling Temporal Bias in Audio Chat Models
Large Audio Language Models (LALMs) are increasingly applied to audio understanding and multimodal reasoning, yet their ability to locate when events occur remains underexplored. We present the first systematic study of temporal bias in LALMs, revealing a key limitation in their timestamp prediction. For example, when asked "At which second does the lecturer introduce the key formula?", models often predict timestamps that are consistently earlier or later than the ground truth. Through control…

Multi-Granularity Sequence Denoising with Weakly Supervised Signal for Sequential Recommendation
Liang Li, Zhou Yang, Xiaofei Zhu
https://arxiv.org/abs/2510.10564 https://

Multi-Granularity Sequence Denoising with Weakly Supervised Signal for Sequential Recommendation
Sequential recommendation aims to predict the next item based on user interests in historical interaction sequences. Historical interaction sequences often contain irrelevant noisy items, which significantly hinders the performance of recommendation systems. Existing research employs unsupervised methods that indirectly identify item-granularity irrelevant noise by predicting the ground truth item. Since these methods lack explicit noise labels, they are prone to misidentify users' interested i…

Replaced article(s) found for cs.DB. https://arxiv.org/list/cs.DB/new
[1/1]:
- Learning-based Sketches for Frequency Estimation in Data Streams without Ground Truth
Xinyu Yuan, Yan Qiao, Meng Li, Zhenchun Wei, Cuiying Feng, Zonghui Wang, Wenzhi Chen

MARS-Sep: Multimodal-Aligned Reinforced Sound Separation
Zihan Zhang, Xize Cheng, Zhennan Jiang, Dongjie Fu, Jingyuan Chen, Zhou Zhao, Tao Jin
https://arxiv.org/abs/2510.10509 h…

MARS-Sep: Multimodal-Aligned Reinforced Sound Separation
Universal sound separation faces a fundamental misalignment: models optimized for low-level signal metrics often produce semantically contaminated outputs, failing to suppress perceptually salient interference from acoustically similar sources. To bridge this gap, we introduce MARS-Sep, a reinforcement learning framework that reformulates separation as decision making. Instead of simply regressing ground-truth masks, MARS-Sep learns a factorized Beta mask policy that is optimized by a clipped t…

As Ukraine continues to bear the brunt of Russian cruelty. global disfunction, corruption, and apathy, provide the worst assault of all.
Each day is a new depth of shame and disappointment in the behavior of my fellow Americans.
Giorgio shares the receipts from the ground in Ukraine. He provides unparalleled access and perspective on the situation in Ukraine.
Friend link bypasses the paywall, please share and support Giorgio's work, and help the world learn the truth of…

It is just weird and creepy how Putin lies about everything.
Thankfully there is a journalist on the ground in Ukraine who provides the receipts to verify the truth.
He shares the friend link to bypass the paywall, because he knows how important it is to get this news out.
It is important that this evidence of warcrimes is shown to the world. Please boost and share.

Encircled Reality
Live from Ukraine 🇺🇦

Update from Ukraine as the latest outrageous insult and threat are proposed as an absurdist "peace" plan.
Giorgio is on the ground in Ukraine, publishing when he gets access to electricity and an internet connection.
He shares the friend link so we can all help fight the information war by sharing truth and shining a light on the darkness that masquerades as human hearts within Trump and Putin.
Please support his work, truth, and the people of Ukraine - share the …

In Ukraine, the war looks incredibly different than it is portrayed by western reporters writing from their armchairs far away.
Giorgio has been on the ground in the heat of things for almost 1400 days.
He knows all the roads along the front lines, but also the tunnels that many do not even know exist.
As Trump repeats the Kremlin's plan for subjugating Ukraine, finding the truth becomes harder and harder.
Giorgio shares the receipts, and he provides a glimpse of…

Going beyond the genocide, warcrimes of rape, torture, kidnapping, and worse, Ukrainians suffer even worse shock at Trump's "peace" plan.
Each day finds new shame and outrage at my fellow Americans.
Friend link bypasses paywall so the world can get a glimpse of the truth in Ukraine.
Thanks to Giorgio, a true hero who reports from the trenches of democracy, on the ground, in Ukraine:

In Ukraine, the fog of war is enhanced with atmospheric fog.
It is not only the physical battles that are affected by this fog, but also the global speculation about a scene most journalists refuse to visit and report from.
Like blind men describing an elephant that lives in the next town away from them, they publish lies and rumors they can not substantiate.
Giorgio is actually on the ground in Ukraine, reporting the truth he witnesses first-hand.
The Russians would…

May the West Emerge From the Fog
Live from Ukraine 🇺🇦

Ukrainian update: Trump does not speak for Ukrainian people, and he is in fact, a conniving thief and murderous war criminal.
As the news of Ukraine is dominated by Russian spokesmen Witkoff and Kushner, it is refreshing to have a perspective not steeped in greed, cruelty, and deceit.
Giorgio reports from the trenches of democracy, on the ground in Ukraine.
He shares the friend link to bypass the paywall, and give truth a fighting chance of being discovered by those who ca…

The situation in Ukraine is both horrific and inspiring.
The terror Russia has been unleashing for over 1300 days needs to be more widely understood and recognized.
US media will not do its job, they refuse to address the terror and truth that is so apparent and easily reported - if they only cared to do so.
Georgio is a journalist on the ground in Ukraine, reporting from the trenches of democracy.
He provides the receipts and gut-wrenching reports of Russian fuckery…

Wooden Windows and Steel Hearts
Live from Ukraine 🇺🇦