Module reasoning 

Advanced Reasoning Capabilities for Hyperdimensional Computing

This module implements cutting-edge advanced reasoning algorithms for HDC including:

• Hierarchical concept reasoning with multi-level abstraction
• Continual learning with interference resistance
• Multi-modal fusion for cross-modality understanding
• Online learning with adaptive mechanisms
• Meta-cognitive assessment and reasoning chains

Structs

ContinualLearningResult

Result of continual learning process

ContinualLearningStats

Learning statistics for continual learning

CrossModalCoherence

Cross-modal coherence analysis

FusionComponent

Fusion component for multi-modal processing

HierarchicalConceptLibrary

Hierarchical concept library for advanced reasoning

HierarchicalReasoningResult

Result of hierarchical reasoning process

MetaLearningParameters

Meta-learning parameters for continual learning

MultiModalFusionResult

Result of multi-modal fusion

Functions

advanced_continual_learning_hdc

Advanced Mode: Continual Learning HDC System

advanced_hierarchical_hdc_reasoning

Advanced Mode: Advanced Hierarchical HDC Reasoning

advanced_multimodal_hdc_fusion

Advanced Mode: Multi-Modal HDC Fusion

advanced_online_learning_hdc

Advanced Mode: Advanced Online Learning HDC

analyze_cross_modal_coherence

Analyze cross-modal coherence between different modalities

apply_interference_resistant_encoding

Apply interference-resistant encoding to prevent memory conflicts

assess_reasoning_confidence

Assess confidence of reasoning chains

calculate_experience_importance

Calculate importance score for an experience

calculate_prediction_error

Calculate prediction error for learning system

compute_attention_weights

Compute attention weights from attention map

encode_semantic_concepts

Encode semantic concepts into hypervector representation

generate_reasoning_chains

Generate reasoning chains through abstraction hierarchy

perform_memory_consolidation

Perform memory consolidation to prevent interference

perform_weighted_fusion

Perform weighted fusion of multiple modalities

weight_hypervector

Weight a hypervector by a scalar value