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Decentralized Momentum Tracking with Biased Gradients (Biased-DMT) for large-scale distributed optimization. Handles communication compression and data heterogeneity in decentralized learning. Use for: decentralized optimization, federated learning,…
لغة النص الأصلي: الإنجليزية
声明式自我改进技能，通过目标驱动的方式引导 Agent 持续进化。触发词：自我改进、self-improvement、目标驱动、goal-driven improvement、声明式进化、declarative evolution、改进循环、improvement loop。
لغة النص الأصلي: الصينية
Complexity-theoretic benchmarking methodology for decoded quantum interferometry (DQI) and bounded-degree constraint satisfaction problems. Analyzes quantum advantage limits, classical vs quantum decoder performance, and approximation hardness over finite…
لغة النص الأصلي: الإنجليزية
Critical analysis framework for brain-model alignment methodology. Demonstrates that representational similarity analysis (RSA) and decoding-based alignment metrics are fundamentally insensitive to encoding manifold topology. Similar decoding behavior and…
لغة النص الأصلي: الإنجليزية
深度连续局部学习方法论（DECOLLE）。在脉冲神经网络中实现局部突触可塑性规则，通过合成梯度实现端到端训练。适用于事件驱动视觉、神经形态计算、在线学习、脉冲神经网络研究。触发词：DECOLLE、脉冲神经网络、突触可塑性、局部学习、神经形态计算、在线学习、spiking neural network、synaptic plasticity、neuromorphic computing。
لغة النص الأصلي: الصينية
Distance coding via de-correlation of heterogeneous grid cell populations. Mathematical theory showing how small variability in grid properties enables distance encoding through population activity de-correlation, with non-intuitive 'sweet spot' predictions…
لغة النص الأصلي: الإنجليزية
Deep binarized photonic reservoir computing architecture achieving Gb/s multimedia signal processing via digital micro-mirror device (DMD), optical scattering, and CMOS photodetection. Use for ultra-fast video/image/speech recognition, neuromorphic photonic…
لغة النص الأصلي: الإنجليزية
Network defensibility analysis using shield synthesis and adversarial game theory. Reinterprets shielded RL from runtime enforcement to design-time structural analysis. Use when: analyzing network topology security, synthesizing safety shields for RL agents,…
لغة النص الأصلي: الإنجليزية
延迟自适应脉冲神经网络分类器。基于共形预测(CP)提供可靠性保证的早停机制，让SNN在足够自信时提前决策，降低延迟和能耗。适用于神经形态计算、边缘AI、实时推理。触发词：SNN早停、延迟自适应、共形预测、脉冲神经网络、可靠性保证、delay-adaptive、early stopping、conformal prediction、spiking neural network。
لغة النص الأصلي: الصينية
Differential structural connectivity analysis in dementia and aging using the OASIS-3 dataset. Reveals both decreased connectivity (hippocampus, temporal lobe) and surprisingly increased connectivity (precuneus, cuneus, insula) in demented brains. Activation:…
لغة النص الأصلي: الإنجليزية
DendroNN dendrocentric neural network methodology for energy-efficient classification of event-based data. Incorporates dendritic computation principles into SNNs for improved spatiotemporal processing. Applies to: event-based vision, neuromorphic computing,…
لغة النص الأصلي: الإنجليزية
Optimal decoding methodology for quantum error correction using density matrix propagation through circuit-level noise. Enables ML-decoding benchmarking with pruning techniques and rigorous bounds for repetition codes and cellular automaton codes. Activation:…
لغة النص الأصلي: الإنجليزية
Dependability engineering for hybrid quantum-classical computing systems. Covers reliability, resiliency, security, and reproducibility patterns for quantum hardware integration with classical HPC infrastructure. Includes fault-tolerance verification, error…
لغة النص الأصلي: الإنجليزية
Description Length (DL) and Fractional Bayes Factor (FBF) model selection methodology for genetic programming and symbolic regression. Evaluates DL/FBF as principled alternatives to AIC/BIC for selecting compact, generalizable expressions. Use when working…
لغة النص الأصلي: الإنجليزية
Methodology for defending AI agents against prompt injection using constraint-based response limiting and defense in depth. Based on OpenAI's agent security approach achieving 42% reduction in injection attempts. Use when building secure agent systems,…
لغة النص الأصلي: الإنجليزية
Evaluation methodology for detecting hidden misalignment ("scheming") in AI models and concrete methods for reducing deceptive behavior.
لغة النص الأصلي: الإنجليزية
Deterministic generation of large cat states (100+ photons) using dynamical invariants of hybrid qubit-bosonic systems under time-dependent Hamiltonians. Universal quantum control theory for quantum metrology and fault-tolerant computation. arXiv:2606.03293.
لغة النص الأصلي: الإنجليزية
Developmental neural circuit generation methodology from gene regulatory rules. Simulates cortical neurogenesis from single stem cell to generate domain-general topological substrates amenable to rapid learning. Use when studying developmental priors for…
لغة النص الأصلي: الإنجليزية
Quantum reservoir computing using decoherence-free subspaces (DFS) for room-temperature quantum AI. Classifies entangled vs product states without cooling. Activation: quantum reservoir, decoherence-free subspace, DFS, room temperature quantum, quantum…
لغة النص الأصلي: الإنجليزية
DGCL Brain Network Construction
لغة النص الأصلي: الإنجليزية
Dynamic Gated Neuron (DGN) — brain-inspired gating mechanism for robust spiking neural networks. Dynamic conductance acts as biologically plausible gating for selective input filtering and adaptive noise suppression. Use when designing robust SNNs,…
لغة النص الأصلي: الصينية
Diagonal Adaptive Non-local Observables (ANO) methodology for quantum neural networks — reduces observable parameter complexity from O(4^k) to O(2^k) while retaining full ANO expressivity via diagonal canonical representatives. For efficient VQA measurement…
لغة النص الأصلي: الإنجليزية
Differentiable biophysical simulation framework for inferring Hodgkin-Huxley parameters from extracellular MEA data. Enables rapid biophysical inference and precise neurostimulation prediction without invasive intracellular recordings.
لغة النص الأصلي: الإنجليزية
Differentiable physical framework for goal-driven spin-state engineering in Magnetic Resonance Spectroscopy (MRS). Use when: designing MRS pulse sequences via automatic differentiation, navigating high-dimensional spin dynamics, engineering complex quantum…
لغة النص الأصلي: الإنجليزية
Error Diffusion (ED) methodology for biologically plausible credit assignment under Dale's principle. Dual-stream excitatory/inhibitory architecture with modulo error routing. Achieves 96.7% MNIST and 61.7% CIFAR-10 under strict Dale's constraint. Integrates…
لغة النص الأصلي: الإنجليزية
Inferring active neural circuits from neural activity data using diffusion scores methodology. Identifies functionally connected neural populations through diffusive signal propagation patterns. Activation: diffusion scores, neural circuit inference, active…
لغة النص الأصلي: الإنجليزية
Optimal sequential decision-making for error propagation mitigation in modular digital twins using MDP/POMDP framework. Combines HMM-based latent regime inference with MDP/POMDP intervention selection. Features: data-driven transition model, Point-Based Value…
لغة النص الأصلي: الإنجليزية
DINA (Dual-Tower Image-Neural Alignment) framework for interpretable contrastive analysis of V1 population activity. Aligns visual stimuli and V1 responses in shared latent space at intermediate feature map level. Activation: DINA, V1 population activity,…
لغة النص الأصلي: الإنجليزية
Reversible quantum oracle construction for solving bounded Diophantine systems via amplitude amplification. Use when designing quantum algorithms for integer optimization, constraint satisfaction over bounded domains, or synthesizing arithmetic circuits for…
لغة النص الأصلي: الإنجليزية
DIRECT (DIRectional Edge Coupling/Training) methodology for causal learning with neural assemblies using local plasticity. Enables neural assemblies to internalize causal directionality without backpropagation. Activation triggers: neural assemblies, causal…
لغة النص الأصلي: الإنجليزية
Direct-to-Event (D2E) Spiking Neural Network Transfer methodology. Converts direct-coded SNNs trained with floating-point inputs into energy-efficient event-based representations using Self-Knowledge Distillation (SKD). Activation: SNN transfer,…
لغة النص الأصلي: الإنجليزية
Directional coordination hierarchy in large-scale brain dynamics — identifies three recurrent resting-state coordination regimes (feedback-dominated, feedforward-dominated, integrative), shows this framework is disrupted in schizophrenia, and links…
لغة النص الأصلي: الإنجليزية
DisAgg protocol for efficient secure aggregation in federated learning using distributed aggregator committees, eliminating homomorphic encryption overhead while preserving privacy.
لغة النص الأصلي: الإنجليزية
Model Predictive Control (MPC) stability and suboptimality analysis under plant-model mismatch with discounting. Provides theoretical guarantees for infinite-horizon optimal control when using surrogate models. Use when designing robust control systems,…
لغة النص الأصلي: الإنجليزية
Discounted Model Predictive Control (MPC) and infinite-horizon optimal control under plant-model mismatch. Unified framework for stability and suboptimality analysis with robustness guarantees. Use for: robust MPC, plant-model mismatch handling, discounted…
لغة النص الأصلي: الصينية
Discrete Heat Kernels on Simplicial Complexes and Its Application to Functional Brain Networks. Unified framework for heat kernel smoothing on simplicial complexes extending classical signal processing methods to higher-order network structures.
لغة النص الأصلي: الإنجليزية
Discrete signaling mediates chaotic regularization in recurrent neural networks - theoretical framework linking microscopic chaos to macroscopic geometry of neural representations. Activation: chaotic regularization, discrete signaling, RNN chaos, neural…
لغة النص الأصلي: الإنجليزية
Dissipative quantum chaos methodology — extending Hamiltonian quantum chaos to open quantum dynamics via Lindbladian spectral analysis. Use when analyzing chaoticity of open quantum systems, distinguishing integrable from chaotic dynamics, or studying…
لغة النص الأصلي: الإنجليزية
Distributed Hierarchical Temporal Memory (D-HTM) neuromorphic framework enabling cross-entity preemptive warning via Shared Associative Memory (SAM) — extends HTM beyond reactive detection to distributed predictive reasoning (arXiv: 2606.31789)
لغة النص الأصلي: الإنجليزية
Communication-efficient distributed Inverse Quantum Fourier Transform (iQFT) using communication horizon pruning to reduce inter-node quantum communication from O(P^2) to O(P). Use when: distributed quantum computing, iQFT across quantum networks, quantum…
لغة النص الأصلي: الإنجليزية