“I’m planning to deploy a novel hydrogen production system in 2026 and instrument it extensively to test whether hard-constrained PINNs can optimize complex, nonlinear industrial processes in closed-loop control.”

“Confer is designed to look and feel like ChatGPT or Claude, but your conversations can't be used for training or advertising.”

“I built an evidence-first pipeline where: Content is generated only from a curated KB; Retrieval is chunk-level with reranking; Every important sentence has a clickable citation → click opens the source”

“Next time Claude asks for permission, you'll hear a friendly "moo" 🐄”

“"Therefore, promoting the AI system capability construction is a priority in the company's annual VAU."”

“These ideas are not born out of malice. Many come from good intentions and sincerity. But, from the perspective of implementing and operating LLMs as an API, I see these ideas quietly destroying reproducibility and safety...”

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“Open source dissolves that completely. People will control their own AI, not the other way around.”

“The actual problem is that when you don't give ChatGPT enough constraints, it gravitates toward the statistical center of its training data.”

“Article URL: http://mpaxos.com/blog/rusty-cpp.html”

“There is no one correct way to use Claude Code: we intentionally build it in a way that you can use it, customize it and hack it however you like.”

“DeepSeek solved the instability by constraining the learnable matrices to be "Double Stochastic" (all elements ≧ 0, rows/cols sum to 1). Mathematically, this forces the operation to act as a weighted average (convex combination). It guarantees that signals are never amplified beyond control, regardless of network depth.”

“The author states, "This is my first time using Claude to write an entire app from scratch, and honestly I'm very impressed with Opus 4.5. It is excellent at planning, coding, debugging, and testing."”

“AdaGReS introduces a closed-form, instance-adaptive calibration of the relevance-redundancy trade-off parameter to eliminate manual tuning and adapt to candidate-pool statistics and budget limits.”

“The paper derives sufficient conditions on a compact self adjoint perturbation to guarantee that the perturbed system stays exactly observable.”

“Reproducing two-dimensional galaxy clustering does not guarantee consistent void properties.”

“The paper shows that the generalization error of DGFMs tends to zero as the number of neurons and the training time tend to infinity.”

“The paper introduces an algorithm with guaranteed approximations considering some sets of weights for the operations.”

“The paper introduces the semi-overlapping multi-(multi-armed) bandit (SOMMAB), in which a single evaluation provides distinct feedback to multiple bandits due to structural overlap among their arms.”

“MSACL achieves exponential stability and rapid convergence under simple rewards, while exhibiting significant robustness to uncertainties and generalization to unseen trajectories.”

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

“The main contribution is a factor-$5$ distortion algorithm that requires only $O(k \log^2 k)$ queries.”

“RCS traces acceptance probability to tolerate extreme adversarial behaviors, improving robustness. RCS also eliminates the need for abstention entirely.”

“The tracking of multiple, unknown targets is formulated as a harmonic extension problem on a cellular sheaf, accommodating nonlinear dynamics and external disturbances for all agents.”

“The paper provides the first convergence guarantee for Optimistic Multiplicative Weights Update (OMWU) in NLHF, showing that it achieves last-iterate linear convergence after a burn-in phase whenever an NE with full support exists.”

“The paper provides the first non-vacuous guarantees in high-dimensional sparse MDPs with single-policy concentrability coverage and corruption, showing that learning a near-optimal policy remains possible in regimes where traditional robust offline RL techniques may fail.”

“Sensor-only detection outperforms full fusion by 8.3 percentage points (93.08% vs. 84.79% F1-score), challenging the assumption that additional modalities invariably improve performance.”

“The paper establishes the consistency of the QMLE and derives its asymptotic distribution, and proposes a bias-corrected estimator.”

“Stochastic optimization, as a powerful tool, can be leveraged to effectively address these problems.”

“MP-Jacobi couples min-sum message passing with Jacobi block updates, enabling parallel updates and single-hop communication.”

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

“The paper introduces two efficient dynamic programming algorithms that leverage this sequential structure.”

“The Bayesian DP algorithm alternates between posterior updates and value iteration, employing an estimator for the risk-based Bellman operator that combines Monte Carlo sampling with convex optimization.”

“CREST improves accuracy by up to 17.5% while reducing token usage by 37.6%, offering a simple and effective pathway to faster, more reliable LLM reasoning.”

“The paper introduces Energy-Aware Bayesian-CBFs (EB-CBFs) that construct conservative energy-based barriers directly from the Hamiltonian and vector-field posteriors, yielding safety filters that minimally modify a nominal controller while providing probabilistic energy safety guarantees.”

“Dynamic multipliers can be used to guarantee the closed-loop power gain to be bounded and quantifiable.”

“The paper proposes a novel sparse-penalization framework for high-dimensional Pconf classification.”

“DyStream could generate video within 34 ms per frame, guaranteeing the entire system latency remains under 100 ms. Besides, it achieves state-of-the-art lip-sync quality, with offline and online LipSync Confidence scores of 8.13 and 7.61 on HDTF, respectively.”

“The paper's key finding is the development of a semiparametric framework for debiased inverse reinforcement learning that yields statistically efficient inference for a broad class of reward-dependent functionals.”

“The analysis reveals how tracking error in the attitude loop influences the position loop, how model uncertainties affect the closed-loop system, and the practical pitfalls of the control architecture.”

“OptiVote integrates sign stochastic gradient descent (signSGD) with a majority-vote (MV) aggregation principle and pulse-position modulation (PPM), where each satellite conveys local gradient signs by activating orthogonal PPM time slots.”

“The SMC-HOCBF framework constitutes a strong candidate for safety-critical control for small marine robots and surface vessels with limited onboard computational resources.”

“The methodology works when the outliers lie outside the main data cloud as well as inside the data cloud.”

“BATISNet outperforms existing methods in tooth integrity segmentation, providing more reliable and detailed data support for practical clinical applications.”

“The paper introduces the mathematical framework and describes the implementation of two quantum brushes based on variational quantum algorithms, Steerable and Chemical.”

“The modular reduction allows us to exploit any SLC sampling algorithm in order to traverse the backwards path, and we establish novel guarantees with short proofs for both uni-modal and multi-modal densities.”

“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.”

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“Skin-like dynamics exhibit periodic information shuttling with finite, oscillatory EE, while edge-like dynamics lead to complete EE suppression.”

“The paper proposes two original algorithms: a generic polynomial-time sequential algorithm with theoretical guarantees and an extension of the General Yankee Swap.”