“I'm able to run huge models on my weak ass pc from 10 years ago relatively fast...that's fucking ridiculous and it blows my mind everytime that I'm able to run these models.”

“DeepSeek’s new Engram module targets exactly this gap by adding a conditional memory axis that works alongside MoE rather than replacing it.”

“The router achieved 100% accuracy in distinguishing between coding prompts (e.g., import torch) and literary prompts (e.g., To be or not to be).”

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

“The paper proposes novel alternative constraints to limit solution ambiguity and studies their impact when the data are observed perfectly.”

“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: $\partial L / \partial d_j = -r_j$.”

“The paper demonstrates that there is a saturation point for inference-time compute. Beyond a certain threshold, accuracy gains diminish.”

“The high-density coexisting states are liquid-like in the binary cases.”

“Any proper species sampling process can be written, at the prior level, as a finite mixture with a latent truncation variable and reweighted atoms, while preserving its distributional features exactly.”

“A "pointy" limit set implies asymptotic dependence, offering practical geometric criteria for identifying extremal dependence classes.”

“The maximum 3D MOT loading rate of lithium atoms reaches a record value of $6.6\times 10^{9}$ atoms/s.”

“The paper introduces a suite of performance optimizations, including interleaved pipeline scheduling, attention-aware data scheduling for long-sequence training, hierarchical and overlapped communication for expert parallelism, and DVM-based operator fusion.”

“Out-of-distribution prompts can manipulate the routing strategy such that all tokens are consistently routed to the same set of top-$k$ experts, which creates computational bottlenecks.”

“The paper proposes an improved aggregation module that integrates a Mixture-of-Experts (MoE) routing into the feature aggregation process.”

“The RCP fraction depends nearly linearly on this parameter, leading to a universal collapse of simulation data.”

“The paper proposes improvements to MCMC algorithms and compares post-processing methods to stabilize the results of Bayesian profile regression mixture models.”

“MoLaCE addresses confirmation bias by mixing experts instantiated as different activation strengths over latent concepts that shape model responses.”

“DSC models the weight update as a residual trajectory within a Star-Shaped Domain, employing a Magnitude-Gated Simplex Interpolation to ensure continuity at the identity.”

“The ERC loss enforces two constraints: (1) Each expert must exhibit higher activation for its own proxy token than for the proxy tokens of any other expert. (2) Each proxy token must elicit stronger activation from its corresponding expert than from any other expert.”

“YOLO-Master achieves 42.4% AP with 1.62ms latency, outperforming YOLOv13-N by +0.8% mAP and 17.8% faster inference.”

“UniMAGE achieves state-of-the-art performance among open-source models, generating logically coherent video scripts and visually consistent keyframe images.”

“The paper formalizes commitment as inference under a mixture of reverse- and forward-Kullback-Leibler (KL) objectives.”

“FLEX-MoE introduces client-expert fitness scores that quantify the expert suitability for local datasets through training feedback, and employs an optimization-based algorithm to maximize client-expert specialization while enforcing balanced expert utilization system-wide.”

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“Achieved state-of-the-art results with 98.38% of tensors quantized to the FP8 format.”

“TEXT achieves the best performance cross four datasets among all tested models, including three recently proposed approaches and three MLLMs.”

“The proposed scheme reduces pilot overhead and training energy by up to 50% compared to conventional schemes.”

“GLUE improves test accuracy by up to 8.5% over data-size weighting and by up to 9.1% over proxy-metric selection.”

“Bright-4B produces morphology-accurate segmentations of nuclei, mitochondria, and other organelles from brightfield stacks alone--without fluorescence, auxiliary channels, or handcrafted post-processing.”

“Rakuten AI 3.0 is expected to be integrated into Rakuten's services.”

“FUSCO achieves up to 3.84x and 2.01x speedups over NCCL and DeepEP (the state-of-the-art MoE communication library), respectively.”

“SOTA on coding benchmarks (SWE / VIBE / Multi-SWE) • Beats Gemini 3 Pro & Claude Sonnet 4.5”

“SWE-RM substantially improves SWE agents on both TTS and RL performance. For example, it increases the accuracy of Qwen3-Coder-Flash from 51.6% to 62.0%, and Qwen3-Coder-Max from 67.0% to 74.6% on SWE-Bench Verified using TTS, achieving new state-of-the-art performance among open-source models.”

“MMCTOP achieves consistent improvements in precision, F1, and AUC over unimodal and multimodal baselines on benchmark datasets, and ablations show that schema-guided textualization and selective expert routing contribute materially to performance and stability.”

“We demonstrate that dynamic routing performs better than static averaging of schemes and achieves performance competitive with the MHA baseline while offering potential for conditional compute efficiency.”

“The paper proposes a novel framework of targeted learning via subpopulation matching, which decomposes both within- and between-study heterogeneity.”

“InstructMoLE utilizes a global routing signal, Instruction-Guided Routing (IGR), derived from the user's comprehensive instruction. This ensures that a single, coherently chosen expert council is applied uniformly across all input tokens, preserving the global semantics and structural integrity of the generation process.”

“The central finding validates the Interference Hypothesis: by leveraging quantum feature maps (Angle Embedding) and wave interference, the Quantum Router acts as a high-dimensional kernel method, enabling the modeling of complex, non-linear decision boundaries with superior parameter efficiency compared to its classical counterparts.”

“The excitation velocities can be calculated from the knowledge of the matrices of compressibility and the Drude weights, as their squares are the eigenvalues of the product of the two matrices.”

“The paper introduces three key strategies: role decomposition (reasoner, executor, summarizer), the Mixture-of-Roles (MoR) framework with specialized LoRA groups, and a multi-role data generation pipeline.”

“ST-MoE outperforms state-of-art in accuracy but also reduces model parameter by 41.38% and achieves a 3.6x speedup in training.”

“The research focuses on fine-grained scheduling of disaggregated expert parallelism.”

“Gate-Guided Attacks on Mixture-of-Expert LLMs”

“The paper focuses on memory-efficient full-parameter fine-tuning of Mixture-of-Experts (MoE) LLMs with Reversible Blocks.”

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“The research focuses on using a topic-informed dynamic mixture model.”

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