“XQuant's fundamental idea: Instead of directly storing KV, hold the layer's input activation X and create KV during decoding, which saves twice the memory compared to holding KV.”

“The article uses the term 'people weak at verbalization' not as a put-down, but as a label for those who find it challenging to articulate thoughts and intentions clearly from the start.”

“What if you explicitly constrained attention heads to specific receptive field sizes, like physical filter substrates?”

“The article's core focuses on the application of LLMs in access control policy retrieval, suggesting a novel perspective on security.”

““Overall, our empirical observations strongly indicate that TTT-E2E should produce the same trend as full attention for scaling with training compute in large-budget production runs.””

“This problem includes not only technical complexity but also organizational issues such as 'who manages the knowledge and how far they are responsible.'”

“ChatGPT's 'memory loss' is addressed.”

“The article suggests that developers should be strategic in selecting the correct AI tool for specific tasks, avoiding the pitfalls of single-tool dependency and leading to improved code accuracy.”

“”

“”

“”

“”

“詳解します。”

“We propose an approach to enhance planning with JEPA world models by shaping their representation space so that the negative goal-conditioned value function for a reaching cost in a given environment is approximated by a distance (or quasi-distance) between state embeddings.”

“This paper introduces an Information-Obfuscation Reversible Adversarial Example (IO-RAE) framework, the pioneering method designed to safeguard audio privacy using reversible adversarial examples.”

“Our approach relies on a unified formulation of the distance from a point to a hyperplane on the considered spaces.”

“N/A (Content unavailable)”

“Compact, interpretable rules are distilled from failure traces and injected into the prompt during inference to improve task performance.”

“Evaluations on the Long Range Arena (LRA) benchmark demonstrate RMAAT's competitive accuracy and substantial improvements in computational and memory efficiency, indicating the potential of incorporating astrocyte-inspired dynamics into scalable sequence models.”

“By reducing propagation steps in LLM deployments, MetaJuLS contributes to Green AI by directly reducing inference carbon footprint.”

“Our estimator can be trained without computing the autocovariance kernels and it can be parallelized to provide the estimates much faster than existing approaches.”

“時代の限界: HBM（広帯域メモリ）の高騰や電力問題など、「力任せのAI」は限界を迎えつつある。”

“Any social platform should implement a common new format that would embed hash that AI would generate so people know if its fake or not. If there is no signature -> media cant be published. Easy.”

“FlakeStorm takes a "golden prompt" (known good input) and generates semantic mutations across 8 categories: Paraphrase, Noise, Tone Shift, Prompt Injection.”

“NL suggests a philosophy to design more expressive learning algorithms with more levels, resulting in higher-order in-context learning and potentially unlocking effective continual learning capabilities.”

“Choice Policy significantly outperforms diffusion policies and standard behavior cloning.”

“Our framework allows any tomographic data - including archival datasets -- to be reinterpreted in terms of fundamental nonlocality tests.”

“The paper proposes local approximations to the global Minkowski Hamiltonian in quantum field theory (QFT) motivated by the operator-algebraic property of nuclearity.”

“The paper identifies physical theories as least fixed points of admissibility constraints derived from Galois connections.”

“The paper presents an online variational inference framework to compute its approximation at each time step.”

“The results revealed promising performance, measured by response accuracy in device control (86%), memory-related tasks (97%), scheduling and automation (74%), and energy analysis (77%), while more complex cost estimation tasks highlighted areas for improvement with an accuracy of 49%.”

“The paper demonstrates conformal multiplet structure together with the hallmark of emergent spacetime supersymmetry through characteristic relations between fermionic and bosonic operators.”

“The paper formulates the covariant hydrodynamics equations as an intersection problem on an infinite dimensional symplectic manifold associated with spacetime.”

“The paper develops an approximate Stein's Unbiased Risk Estimator (SURE) for the average mean squared error and establishes asymptotic optimality and regret bounds for a class of machine learning-assisted linear shrinkage estimators.”

“The paper determines the minimal finite gauge group K of anomalous G-symmetric TQFTs that can match the fermionic anomaly via the symmetry-extension construction.”

“The discrete period matrix admits the same canonical decomposition $Π= rac{1}{2} H + i T$ as in the smooth setting, where $H$ encodes the topological type and $T$ is purely imaginary.”

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

“The paper proposes using the gradient cosine similarity of low-confidence examples to predict data efficiency based on a small number of labeled samples.”

“The paper proposes a new interpretation of the algebra of line operators in this theory as a tensor product of vector representations of a quantum toroidal algebra.”

“The paper demonstrates that 'extreme-wave phenomena, often treated as deleterious fluctuations, can be harnessed as structural nonlinearity for scalable, energy-efficient neuromorphic photonic inference.'”

“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.”

“The method achieves approximately $4\sim10 imes$ and $2 imes$ speedups while using $1000$ cores, respectively, under the same level of structural and thermodynamic accuracy and with a reduced memory usage.”

“The method effectively suppresses spectral pollution and resolves closely spaced spectral components.”

“The paper shows that the Ornstein-Uhlenbeck process can be transformed exactly into a stochastic process defined self-consistently in the comoving frame.”

“The algorithm minimizes a discretized version of the energy using finite elements, generalizing existing TV-minimization methods.”

“The proposed sampler consistently improves sample quality under the same NFE budget and can be competitive with, and sometimes outperform, state-of-the-art higher-order samplers.”

“The paper claims that the proposed 5G-based ISAC HPR system significantly outperforms current mainstream baseline solutions in HPR performance in typical indoor environments.”

“The proposed approach requires very small annotation budget and, when combined with post-training techniques inspired by continual learning prevent weight drift from the original model.”

“The paper determines the robust optimal growth rate, constructs a worst-case admissible model, and characterizes the robust growth-optimal strategy via a solution to a certain partial differential equation (PDE).”

“Experiments show reduced width tracking error, mitigated corner defects, and lower surface roughness, achieving surface quality at 3600 mm/min comparable to conventional printing at 1600 mm/min, effectively doubling production speed while maintaining print quality.”