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Releases: siddharth1012/chatCortex

Progressive Multi-Objective Architecture Search

02 Mar 21:32

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This release stabilizes the core architecture synthesis engine and introduces Progressive Pareto Beam Widening, a depth-aware search strategy that significantly improves multi-objective approximation under constrained evaluation budgets.

Progressive Pareto Beam (NEW):

  • Introduces depth-aware beam widening
  • Prevents early-stage pruning bottlenecks
  • Dramatically improves Pareto frontier recovery
  • Achieves near 100% coverage under moderate budget in dense search spaces

Robust Multi-Objective Evaluation:

  • Coverage metric
  • Hypervolume loss
  • Average regret (cost, latency, reliability)
  • Multi-run stochastic random baseline

Structured Search Evolution:

  • Scalar Beam
  • System Score Beam
  • Pareto-Aware Partial Beam (V1, V2, V3)
  • Progressive Beam Widening

Stress-Tested on Dense Pareto Landscapes:

  • 5-stage architecture synthesis
  • Up to 95-point true Pareto frontier
  • Budget sweep across 20–180 evaluations
  • Beam width sweep 3–15

Progressive Beam demonstrates structural dominance over static beam variants.

ChatCortex v0.3.0 – Phase 3 Baseline

28 Feb 22:09

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Phase 3 – Budget-Aware Multi-Objective Synthesis

Highlights:

  • Budget-aware synthesis abstraction
  • Greedy, Random, and Beam search implementations
  • Exact Pareto frontier computation
  • Hypervolume loss, coverage, and regret metrics
  • 72-architecture scaling experiment
  • Empirical analysis of scalar beam pruning irreversibility

This release establishes the experimental baseline prior to Phase 4 multi-objective-aware search.