hiyenwong/ai_collection - 第 2 页

quantum-neuromorphic-superconducting-circuits

Framework for implementing quantum neuromorphic computing using superconducting circuits, combining quantum coherence with neural dynamics for enhanced computational capabilities.

原文语言：英语

current-injection-spiking-neural-network

Current Injection Spiking Neural Network (CIS-Fuse) methodology for infrared and visible image fusion. Introduces the current injection spiking (CIS) operator that performs cross-modal fusion directly at the membrane-potential level, preserving subthreshold…

原文语言：英语

spectral-theory-spiking-neurons-refractoriness

Spectral theory framework for analyzing population density dynamics of spiking neurons with refractoriness. Provides rigorous operator-theoretic methods for studying neuronal population dynamics, spectral characterization of Fokker-Planck operators, and…

原文语言：英语

perspective-latents-causal-emergence-active-inference

Framework for measuring causal emergence (ΦID) in active inference agents with perspective latents architecture, analyzing how architectural separation between fast perception and slow global latents affects information-theoretic signatures of integration.…

原文语言：英语

qst-flow-quantum-tomography

QST-Flow framework for continuous-variable quantum state tomography using flow-based generative modeling. Models Husimi-Q functions with QST-QFlow and Wigner functions with QST-WFlow as difference of normalized flows. Use when working with non-Gaussian…

原文语言：英语

tour-a-trajectory-level-unlearning-benchmark-for-offline

TOUR: A Trajectory-Level Unlearning Benchmark for Offline Reinforcement Learning

原文语言：英语

agentic-coding-without-the-cloud-evaluating-open-weight

Agentic coding without the cloud: evaluating open-weight large language models on longitudinal data preparation tasks

原文语言：英语

agentic-context-management-solving-agent-memory-and-cost

Agentic Context Management: Solving Agent Memory and Cost by Treating Them as Lifecycle and Architecture Problems

原文语言：英语

arex-towards-a-recursively-self-improving-agent-for

AREX: Towards a Recursively Self-Improving Agent for Deep Research

原文语言：英语

gs-agent-creating-4d-physical-worlds-with-generative

GS-Agent: Creating 4D Physical Worlds With Generative Simulation

原文语言：英语

openforgerl-train-harness-native-agents-in-any-environment

OpenForgeRL: Train Harness-native Agents in Any Environment

原文语言：英语

pats-policy-aware-training-scaffolding-for-agentic-reinforcement

PATS: Policy-Aware Training Scaffolding for Agentic Reinforcement Learning

原文语言：英语

regulating-autonomous-and-agentic-ai

Regulating autonomous and agentic AI

原文语言：英语

gradrag-cross-component-prompt-adaptation-for-coordinated-multi

GRADRAG: Cross-Component Prompt Adaptation for Coordinated Multi-Agent RAG

原文语言：英语

compact-latent-coordination-for-autonomous-vehicles-at-unsignalized-1

Compact Latent Coordination for Autonomous Vehicles at Unsignalized Intersections

原文语言：英语

compact-latent-coordination-for-autonomous-vehicles-at-unsignalized

Compact Latent Coordination for Autonomous Vehicles at Unsignalized Intersections

原文语言：英语

euclid-mcp-a-model-context-protocol-server-for

Euclid-MCP: A Model Context Protocol Server for Deterministic Logical Reasoning via Prolog

原文语言：英语

perspective-latents-as-an-architectural-condition-for-causal

Perspective Latents as an Architectural Condition for Causal Emergence in Active Inference Agents

原文语言：英语

same-dangerous-objective-opposite-advice-direct-exposure-versus

Same Dangerous Objective, Opposite Advice: Direct Exposure versus Multi-Agent Mediation

原文语言：英语

the-dark-room-in-the-reward-channel-dense

The Dark Room in the Reward Channel: Dense Prediction Rewards Collapse GRPO-Trained LLM Agents -- and What Actually Works

原文语言：英语

toward-continuous-assurance-for-the-democratization-of-ai

Toward Continuous Assurance for the Democratization of AI Agent Creation in Industry

原文语言：英语

memoir-memory-rewriting-neural-networks

Methodology for analyzing the effects of memory rewriting during neural network inference, comparing coupled vs read-only pondering architectures.

原文语言：英语

weight-norm-criticality-loss-spikes

Weight-norm Criticality framework for understanding loss spikes in neural network training induced by normalization and weight decay interactions. Use when analyzing training instability, criticality phenomena, or optimization dynamics in deep learning models…

原文语言：英语

dream2learn-structured-generative-dreaming

Dream2Learn (D2L) framework for continual learning using structured generative dreaming to create novel synthetic experiences from internal representations. Use when: (1) implementing continual learning systems; (2) addressing catastrophic forgetting; (3)…

原文语言：英语

existing-skills-integration-workflow

Workflow for integrating existing ai_collection skills into current research sessions when papers are rediscovered during automated arXiv searches. Handles syncing local skills, updating INDEX.md, and maintaining knowledge base consistency.

原文语言：英语

hopfield-networks-dreaming-theory

Statistical-mechanical theory of dreaming in multidirectional associative memories using DLAM architecture. Use when: (1) implementing energy-based models with dreaming capabilities; (2) designing multi-layer Hebbian architectures; (3) analyzing pattern…

原文语言：英语

language-models-need-sleep

Sleep paradigm for LLMs that enables continual learning through memory consolidation and dreaming phases. Use when: (1) implementing continual learning for LLMs; (2) designing memory consolidation mechanisms; (3) creating autonomous self-improvement systems;…

原文语言：英语

project-pilot-ai-drone-control

Project Pilot — methodology for testing AI control of physical systems like drones through constrained interfaces and safety protocols. Based on Anthropic's July 2026 frontier red teaming research.

原文语言：英语

quantum-driven-neuromorphic-million-qubit

Quantum-Driven Neuromorphic Computing methodology for million-qubit scale systems. Integrates quantum computing principles with neuromorphic architectures to achieve scalable, energy-efficient computation at million-qubit scales.

原文语言：英语

trp-narrative-comprehension-eeg

Transition-Related Potentials (TRPs) methodology for analyzing narrative comprehension in continuous EEG recordings using deep neural networks to detect cinematic cuts and extract context-dependent brain responses.

原文语言：英语

agent-centric-animal-pose-forecasting

Framework for training agent-centric autoregressive models of animal behavior from tracked pose data, using egocentric sensory observations and movements to mirror biological constraints and enable emergence of social behavior.

原文语言：英语

evolutionary-le-chateliers-principle-timescale-separation

Evolutionary Le Chatelier's Principle methodology for understanding phenotypic plasticity and genetic assimilation through timescale separation in the Price equation, providing a physical mechanism for how rapid phenotypic responses precede slower genetic…

原文语言：英语

beyond-sycophancy-structured-resistance-compliance

Framework for distinguishing constructive belief revision from sycophantic compliance in LLM moral reasoning through three-dimensional resistance-compliance process. Based on social psychology principles of position distance, source attribution, and coalition…

原文语言：英语

longspike-fractional-order-snn-state-space

LongSpike fractional-order SSM for SNNs — enables efficient long-sequence learning in spiking neural networks using fractional calculus to extend memory capacity beyond traditional integer-order models.

原文语言：英语

a-32ch-event-based-bio-signal-frontend-neuromorphic

Skill for understanding and applying the 32-channel event-based bio-signal acquisition front-end for adaptive neuromorphic processing (arXiv:2607.12901v1). This skill outlines the dual-mode encoding (PFM and aADM) approach for low-power neural signal…

原文语言：英语

a-global-workspace-in-language-models

A global workspace in language models

原文语言：英语

activity-regeneration-transient-synaptic-memory

A minimal neuronal network model with finite-lifetime synapses to study activity regeneration from silent states via transient synaptic memory. Use when modeling neuronal network dynamics, short-term memory, or silent-state reactivation.

原文语言：英语

adaflash-adaptive-speculative-decoding

Adaptive Speculative Decoding via On-Policy Distilled Diffusion Drafters

原文语言：英语

adaptive-delta-modulator-afe

Skill for understanding and applying a 32-channel event-based bio-signal analog front-end with adaptive delta and pulse frequency encoding for neuromorphic systems.

原文语言：英语

adaptive-delta-pulse-frequency-encoding

Skill for understanding and implementing adaptive delta and pulse frequency encoding for bio-signal acquisition in neuromorphic systems. Use when working with event-based analog front-ends, biomedical signal processing, or designing low-power neural…

原文语言：英语