Deep Interest Mining
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TriAlignGR: Triangular Multitask Alignment with Multimodal Deep Interest Mining for Generative Recommendation
arXiv:2605.05249v3 Announce Type: replace Abstract: We introduce TriAlignGR, a unified multitask-multimodal framework for generative recommendation that establishes two-stage multimodal semantic propagation: (i) encoding visual semantics directly into SIDs via multimodal embeddings, and (ii) enabling the model to decode these semantics through visual description tasks. Existing Semantic ID (SID) pipelines suffer from two fundamental but underexplored problems: \textbf{SID Content Degradation...
Deep Interest Mining for Intent-Enriched Semantic IDs in Multimodal Generative Recommendation
Announce Type: replace Abstract: Semantic IDs (SIDs) provide the discrete item vocabulary used by generative recommendation, but their quality depends on what item evidence is preserved before quantization. In product recommendation, surface metadata often misses latent usage intent, visual evidence may be only weakly reflected in text, and downstream policy learning provides sparse feedback about whether a generated SID corresponds to a semantically useful item. We introduce...
Mining companies may soon bypass UN rules and mine the deep sea
Mining companies may soon bypass UN rules and mine the deep sea Lisa Lock Scientific Editor Andrew Zinin Lead Editor A Canadian deep-sea mining company may become the first to commercially mine the international seabed under a controversial U.S. executive order that bypasses United Nations regulations. A recent legal analysis suggests that this could place Canada in violation of international law. The U.S. National Oceanic and Atmospheric Administration (NOAA) recently announced that an...
AgentDisCo: Towards Disentanglement and Collaboration in Open-ended Deep Research Agents
arXiv:2605.11732v2 Announce Type: replace Abstract: In this paper, we present AgentDisCo, a novel Disentangled and Collaborative agentic architecture that formulates deep research as an adversarial optimization problem between information exploration and exploitation. Unlike existing approaches that conflate these two processes into a single module, AgentDisCo employs a critic agent to evaluate generated outlines and refine search queries, and a generator agent to retrieve updated results...
Jon Snow reveals dementia diagnosis and explains how his life has changed
Jon Snow reveals dementia diagnosis and explains how his life has changed Former Channel 4 news presenter Jon Snow has revealed he has secretly been battling a dementia diagnosis for three years and wants to be a voice for those also diagnosed Jon Snow has revealed he has been diagnosed with dementia. The Channel 4 newsreader, 78, has been privately battling Alzheimer’s disease for three years. It comes five years after he left his long-standing role with the station.
What Dogs See
Dogs follow the direction of a person’s gaze almost as well as another person can—better, in fact, when they are motivated to, because dogs are relentless. They track the movements of our eyeballs to see what we’re looking at so that they can look at it too, and they pester us to look just as attentively at them. When my late golden retriever had something to show me—a ball that had rolled under a fence, a man with an irregular gait—he didn’t always bark.
Human-Like Neural Nets by Catapulting
Human-like Neural Nets by Catapulting Speculative proposal to create artificial neural nets with human-like performance by high-learning-rate/regularization training of overparameterized NNs to trigger catapulting/grokking. Over-parameterization as a route to true generalization would resolve many outstanding mysteries of artificial versus natural intelligence. There are many mysteries about deep learning and human intelligence, but we could describe the biggest anomaly this way: why are...
Who is Abelardo de la Espriella, the far‑right Trump fan who could lead Colombia?
Who is Abelardo de la Espriella, the far‑right Trump fan who could lead Colombia? Far-right defence attorney and businessman Abelardo de la Espriella topped the first round of Colombia’s presidential election Sunday, followed closely by leftist senator Ivan Cepeda. A fervent supporter of US President Donald Trump as well as the authoritarian crime crackdown of El Salvador’s President Nayib Bukele, De la Espriella has promised to wage an uncompromising war against the splintered armed groups...
Werner Herzog in conversation with Paul Cronin (2014)
Most of what we’ve heard about Werner Herzog is untrue. The sheer number of false rumors and downright lies disseminated about the man and his films is truly astonishing. Yet Herzog’s body of work is one of the most important in postwar European cinema.
History Repeats in Cuba
Subscribe here: Apple Podcasts | Spotify | YouTube | Overcast | Pocket CastsSometimes when President Trump talks about Cuba, he throws in compliments. “They have a nice landscape. You know it’s a beautiful island,” he said during a signing event at the Oval Office in March. “I do believe I’ll be having the honor of taking Cuba. That’s a big honor.” Sometimes he toys with the idea of conquest a little more menacingly, such as when he said at the same event: “Whether I free it, take it—I think...