“The content of the talk is currently unavailable, but it is sure to be revolutionary!”

“This article is Chapter 6 of the six-part series “AWS Trainium 50 Exercises,” designed to help you gain practical knowledge for performing distributed LLM training on AWS Trainium — by doing it hands-on.”

“In the next stage, post-training, we select one particular character from this enormous cast and place it center stage: the Assistant.”

“The article highlights the upcoming demonstration of Taskhub at JID 2026.”

““The goal is to make smaller, lower power, more efficient and faster chips, for other robotics applications. For example, future versions of Optimus will need more computational power for local general intelligence.””

“A robot face developed by researchers can now lip sync speech and songs after training on YouTube videos, using machine learning to connect audio directly to realistic lip and facial movements.”

“The article's aim is to help readers understand the reasons behind NVIDIA's dominance in the local AI environment, covering the CUDA ecosystem.”

“という事で、現環境でどうにかこうにかローカルでLLMを稼働できないか試行錯誤し、Windowsで実践してみました。”

“Further analysis needed, but the title suggests focus on LLM fine-tuning on DGX Spark.”

“But on a smartphone, inputting symbols is hopeless, and not practical.”

“"CamVidは、正式名称「Cambridge-driving Labeled Video Database」の略称で、自動運転やロボティクス分野におけるセマンティックセグメンテーション（画像のピクセル単位での意味分類）の研究・評価に用いられる標準的なベンチマークデータセッ..."”

“The model seems to be a step up in web design compared to previous Grok models and also it seems less lazy than previous Grok models.”

“SpaceTimePilot can independently alter the camera viewpoint and the motion sequence within the generative process, re-rendering the scene for continuous and arbitrary exploration across space and time.”

“The paper presents a computer algebra package for efficiently computing Poisson brackets and reconstructing constraint algebras.”

“The authors' method enables simulations of bosonic quantum mixtures with substantially larger bond dimensions than previous works.”

“DMSAEs run an iterative distillation cycle: train a Matryoshka SAE with a shared core, use gradient X activation to measure each feature's contribution to next-token loss in the most nested reconstruction, and keep only the smallest subset that explains a fixed fraction of the attribution.”

“As of Dec. 31, you can get the Oral-B iO Series 5 electric toothbrush for $99.99, down from $149.99, at Amazon.”

“Learning curves can better capture the effects of multi-task learning and their multi-task extensions can delineate pairwise and contextual transfer effects in foundation models.”

“Including quantum anharmonicity simplifies the free-energy landscape and is essential for correct stability rankings, that is especially important for high-temperature phases that could be missed in classical 0 K CSP.”

“For any objective with log-sum-exp structure over distances or energies, the gradient with respect to each distance is exactly the negative posterior responsibility of the corresponding component: $\partial L / \partial d_j = -r_j$.”

“Utilizing 2:4 sparsity combined with quantization on $4096 imes 4096$ matrices, our approach achieves a reduction of up to $4\times$ in weight storage and a $1.71\times$ speedup in matrix multiplication, yielding a $1.29\times$ end-to-end latency reduction compared to dense GPU baselines.”

“The paper presents the first resource-adaptive distributed bilevel optimization framework with a second-order free hypergradient estimator.”

“The paper proposes a Layer-by-Layer Hierarchical Attention Network (LLHA-Net) to enhance the precision of feature point matching by addressing the issue of outliers.”

“DeepSeek-V3 has the best performance in all three categories... All three LLMs exhibited notably weak performance in Geometry.”

“The paper develops the first algorithm that achieves exact convergence using only time-varying row-stochastic matrices.”

“The paper's key finding is the effectiveness of the proposed framework in reducing semantic leakage to eavesdroppers without significantly degrading performance for legitimate receivers, especially through the use of adversarial perturbations.”

“The paper discovers novel sporadic dualities, some of which involve condensation of anyons with non-abelian statistics, i.e. gauging non-invertible one-form global symmetries.”

“SaM2B leverages lightweight cues such as environmental visual, flight posture, and geospatial data to adaptively allocate contributions across modalities at different time points through reliability-aware dynamic weight updates.”

“UniAct achieves a 19% improvement in the success rate of zero-shot tracking of imperfect reference motions.”

“The paper presents an activation-steering framework for MDLMs that computes layer-wise steering vectors from a single forward pass using contrastive examples, without simulating the denoising trajectory.”

“”

“The article begins with a personal introduction, mentioning the author's long-term use of a Mac and the recent upgrade to a new MacBook Pro (M5).”

“High current density up to 800 A/cm$^2$, 5 orders of on/off ratio, and low differential on-resistance of 2.6 m$Ω\cdot$cm$^2$ at the highest current density is achieved.”

“The learned model consistently reduces the discrepancy between quantum and classical solutions beyond what is achieved by ZNE alone.”

“The paper proposes I-PERI, a novel federated algorithm that first recovers the CPDAG of the union of client graphs and then orients additional edges by exploiting structural differences induced by interventions across clients.”

“The method starts by identifying texts of strong semantic similarity as it searches for dense clusters in LLM embedding space.”

“The method demonstrated in this work opens up a new way to achieve fast, universal, and experiment-calibrated XANES prediction.”

“The model was able to successfully identify the uncertain regions in the simulated data and match the magnitude of the uncertainty. In real-case scenarios, the optimised model was not overconfident nor underconfident when estimating from test data: for example, for a 95% prediction interval, 95% of the true observations were inside the prediction interval.”

“The extreme constraints nerd-sniped me and forced interesting trade-offs: trigram hashing (typo-tolerant, loses word order), 16-bit integer math, and some careful massaging of the training data meant I could keep the examples 'interesting'.”

“The paper proposes Task-aware Timestep Selection (TTS) and Timestep Feature Consolidation (TFC) modules.”

“The MoraNet preserved better structural details with lower RMSE and higher SSIM values at acceleration factor of 4, and meanwhile took ten-fold faster inference time.”

“CENNSurv revealed a multi-year lagged association between chronic environmental exposure and a critical survival outcome, as well as a critical short-term behavioral shift prior to subscription lapse.”

“The paper demonstrates that the target density (rho) of parameters can be achieved in FL, under data and client participation heterogeneity, with minimal loss in statistical performance.”

“TabiBERT attains 77.58 on TabiBench, outperforming BERTurk by 1.62 points and establishing state-of-the-art on five of eight categories.”

“The method recovers coherent signals and reaches the instrumental precision limit of ~30 cm/s.”

“PLaMo 3 NICT 31B Base is a 31B model pre-trained on English and Japanese datasets, developed by Preferred Networks, Inc. collaborative with National Institute of Information and Communications Technology, NICT.”

“NitroGen is trained on 40,000 hours of gameplay across more than 1,000 games and comes with an open dataset, a universal simulator”

“”

“The paper introduces new surrogate losses and proves strong non-asymptotic, hypothesis set-specific consistency guarantees, resolving existing open questions.”

“The paper proposes a unified pipeline for automated and scalable synthesis of simulated environments associated with high-difficulty but easily verifiable tasks; and an environment level RL algorithm that not only effectively mitigates user instability but also performs advantage estimation at the environment level, thereby improving training efficiency and stability.”