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Arrovian impossibility theorem for Automated Market Maker (AMM) design. Proves no aggregation rule for weighted-product AMMs can be simultaneously fair and strategy-proof when n>2 liquidity providers. Key result: fairness forces mean-type aggregation…
原文语言：英语
Architecture-aware quantum state preparation using Bucket Brigade QRAM (BBQRAM) with segment tree for polylogarithmic query time. Covers complex-valued matrix encoding, classical precomputation of rotation angles, and magnitude-then-phase procedures. Enables…
原文语言：英语
Distributional Portfolio Optimization (DPO) unified framework — organizing Bayesian, robust, chance-constrained, stochastic-allocation, and distributional RL portfolio methods through joint coupling Gamma_theta(dw,dr). Includes Wasserstein-CVaR duality,…
原文语言：英语
Critical analysis methodology for quantum data encoding — identifies how naive amplitude encoding (psi=sqrt(P)) abelianizes the Hilbert space and fails to achieve genuine quantum advantage in QML/finance. Advocates for Dynamical Hamiltonian Encoding (DHE)…
原文语言：英语
Portfolio Optimization with Mean-Variance-Spectrum Preferences
原文语言：英语
Portfolio Selection is More of a Belle Art Than Economics or Finance
原文语言：英语
Regime-aware Continual Adaptive Portfolio management (ReCAP) — integrating continual learning into portfolio management via adaptive regime detection, policy libraries, and regime-gated policy combination. Accepted by KDD 2026. Activation: regime detection,…
原文语言：英语
ESG and joint fragility analysis in equity markets using stress-amplified resilience framework. Analyzes clustered fragility across downside returns, volatility spikes, and deteriorating tradability. Use when: ESG investing, stress testing, portfolio…
原文语言：英语
Code2LoRA: Hypernetwork-generated LoRA adapters for code language models under software evolution. Supports static and dynamic adaptation scenarios with zero inference overhead. Activation: code LLM adaptation, repository-specific LoRA, hypernetwork adapters,…
原文语言：英语
Compositional boundaries for density fusion methodology from arXiv:2606.05871 — algebraic compositionality analysis for hierarchical probabilistic model fusion. Characterizes normalized weighted linear pooling as the unique order-invariant fusion rule and…
原文语言：英语
Distributional matrix completion methodology using kernel mean embeddings and Tucker rank for probability-distribution-valued matrices. Represents each matrix entry as a probability distribution via RKHS embeddings, introduces functional unfolding operators…
原文语言：英语
Double Preconditioning (DoPr) optimization paradigm combining gradient-wise preconditioning (Adam/Muon) with activation-wise preconditioning (KFAC) to improve test-time performance in settings with train-test feedback mismatch. Addresses error accumulation in…
原文语言：英语
Single-letter efficiently computable strong converse bound on classical identification capacity of quantum channels via Gaussian mean width analysis
原文语言：英语
Latent reasoning framework using normalizing flows for continuous thoughts that preserves CoT advantages (left-to-right generation, KV-cache, likelihood estimation)
原文语言：英语
Parameter-efficient continual learning using spectral decomposition with soft penalty protecting principal components while adapting long-tail spectral coordinates
原文语言：英语
Wasserstein Exponential Smoothing methodology from arXiv:2606.05560 — extends classical exponential smoothing to distributional time series in Wasserstein space. Provides consistent parameter estimation via Wasserstein distance minimization, applicable to…
原文语言：英语
Amortized Nonlinear Model Predictive Control using state-dependent quadratic programs (QPs) with single-network residual-corrector architecture. Replaces expensive real-time NLP solving with differentiable interior-point QP layer, enabling deployment on…
原文语言：英语
Deep Reinforcement Learning for dynamic multi-pair trading in cryptocurrency markets. Filter-then-Rank pair selection with PPO+LSTM execution agent within deterministic risk shielding. Evaluated on Binance USD-M Futures with bootstrap robustness validation.…
原文语言：英语
Partition-logic framework for modeling complementarity in social measurement. Applies non-Boolean event structures (partition logics) to social-science settings where mutually incompatible observation modes reveal different aspects of a definite latent state.…
原文语言：英语
Repeated Policy Regret (RP-Regret) methodology for regret minimization in repeated games with adaptive opponents — addresses limitations of external regret when opponents respond to history of play.
原文语言：英语
CHASMBrain - Hierarchical Mamba architecture for image-to-fMRI brain reconstruction with coarse-to-fine strategy. Use when building brain encoding models, visual cortex modeling, or implementing Mamba-based neural decoding systems. Separates global semantic…
Game-theoretic energetic framework for asymmetric excitatory-inhibitory neural circuits. Extends energy-based models to E-I networks, revealing competitive dynamics where each neuron minimizes its own energy. Applies network stability principles to…
原文语言：英语
Dynamical Alignment principle resolves SNN performance paradox. Fixed neural structure can operate in different computational modes driven by input temporal dynamics. Bimodal landscape: dissipative (energy-efficient sparse coding) vs expansive (high…
原文语言：英语
EEG基础模型的诊断审计方法论 - 揭示EEG基础模型在高准确率背后可能隐藏的主体身份特征陷阱，提出系统性评估框架区分真实临床生物标志物与主体识别特征。
Updating the standard neuron model in artificial neural networks — replacing point neuron model with realistic cortical cell model improves expressivity, robustness, and learning efficiency
原文语言：英语
Vision Hopfield Memory Network (V-HMN) - brain-inspired backbone with hierarchical Hopfield memory + predictive-coding refinement. Local patch memory + global episodic memory + error correction. Enhanced interpretability, data efficiency, biological…
原文语言：英语
组合性计算的理论框架 - 在抑制主导的阈值线性网络中使用低秩连接规则实现固定点的组合性，揭示大脑如何高效分解复杂任务为可复用的基本单元。
内在计算功能主义方法论 — 从观察者相对映射到观察者独立结构。解决计算理论意识中的观察者相对性问题，提供可操作化的标准框架。
Renormalization Group (RG) interpretability framework for deep neural networks. Establishes correspondence between RG in statistical physics and DNN training, proving DNN feature extraction is equivalent to RG flow on exponential family distributions. Based…
原文语言：英语
Automated proving methodology for Shannon-type entropy inequalities using fine-tuned language models and guided tree search. Bridges information theory with AI for automated mathematical theorem discovery. Applicable to entropy inequality verification,…
原文语言：英语
Fermionic non-Gaussianity analysis via Bell sampling — bridge degree monotone, Gaussian conversion no-go theorems, and efficient quantum algorithms for certifying non-Gaussian cost of state preparation.
原文语言：英语
Monotones and efficient quantum algorithms for fermionic non-Gaussianity via Bell sampling. Quantifies non-Gaussianity resources for fermionic quantum computation platforms. Activation: fermionic quantum computing, Bell sampling, non-Gaussianity monotones,…
原文语言：英语
Floquet-engineered phonon lasing methodology for quantum control systems. Design squeezed phonon lasers via Floquet control of solid-state defects with coupled mechanical oscillators and spin systems. From arXiv:2606.05083 (Molinares, Rastelli, Montenegro,…
原文语言：英语
Enhancement of charge correlations and topological markers in interacting non-Hermitian Su-Schrieffer-Heeger models.
原文语言：英语
Room-temperature synchronized dipole state methodology in plasmonic nanogap 2D arrays under continuous-wave pumping.
原文语言：英语
Explicit convergence rates for Sum-of-Hermitian-Squares hierarchies over the Pauli algebra, enabling accuracy guarantees for noncommutative polynomial optimization in quantum theory.
原文语言：英语
CR-HO-QAOA framework for certified higher-order quantum collateral allocation with CSA-aware constraints and feasible-subspace mixers. Uses higher-order binary models for margin requirements, concentration limits, and substitution structure, with CP-SAT…
原文语言：英语
Decoded Quantum Interferometry (DQI) extended beyond Hamming space to translation association schemes for structured optimization on finite geometries.
原文语言：英语
Quantum networking using diamond color defects (NV/SiV centers) for scalable quantum communication, distributed quantum computing, and sensing. Comprehensive methodology covering optical properties, spin-qubit control, spin-photon interfaces, nanophotonic…
原文语言：英语
Differentially private estimation of smooth optimal transport maps using wavelet density estimators and stability bounds. Privacy-preserving statistical methodology for OT map estimation. Activation: differential privacy, optimal transport, private…
原文语言：英语