⌕

Book A scaffold-astro book

All chapters References

Part I · Foundations

W01 Linear ODEs as state-space systems
W02 Stability theory: Lyapunov, A-stability, BIBO
W03 Linear algebra for sequence models: structured matrices and conditioning
W04 Discretization theory: ZOH, bilinear, exponential families
W05 Stability regions, Butcher tableau, and order conditions
W06 Implicit methods, stiff systems, symplectic integration

Part II · SSM Core

W07 HiPPO theory: orthogonal-basis projection operators
W08 LTI SSMs: S4, S4D, S5 as discretized continuous systems
W09 Selective SSMs: Mamba-1, Mamba-2, SSD framework
W10 Mamba-3 and the exponential-trapezoidal integrator

Part III · Beyond SSMs

W11 Linear attention and Hyena: long convolution and gated recurrence
W12 Delta-rule lineage: DeltaNet, Gated DeltaNet, Kimi Linear
W13 Exponential gates and matrix memory: xLSTM and RWKV-7

Part IV · Integration

W14 Hybrid architectures and gating mechanisms
W15 Counter-evidence and diagnostic tools: where SSMs fail
W16 Empirical methodology: benchmark protocols and evaluation

Part V · Synthesis

W17 Niche-pilot integration: from curriculum to research output

Search

Full-text search runs in your browser. The index is generated at build time and is less than 100 KB total — queries never leave the page.