Electrical & Electronic Engineering Undergraduate @ University of Peradeniya
Bridging the gap between deterministic control theory and chaotic intelligence.
"Complexity is just a sum of simplicities."
I bridge deterministic control theory with chaotic intelligence through deep learning, state-space models, and mechanistic interpretability. My goal is to understand neural networks at the pixel and numerical level — tracing information flow, geometry, and dynamics.
- 🔭 Current Focus: Mechanistic dissection of modern architectures (Transformers, Mamba/SSMs, JEPA, INRs)
- 🧬 Research: Visual State-Space Models, Multimodal Fusion, Information Theory & Geometry in AI
- 🛠️ Applied Work: Solar irradiance nowcasting, medical imaging, remote sensing, predictive maintenance
- 🧠 Interests: Integrated Information Theory (IIT), Chaos Theory, and Embodied Intelligence.
| Project | Status | Tech Stack | Description | Links |
|---|---|---|---|---|
| Visual SSM Benchmark | IGARSS 2026 Selected + arXiv + Model Release | VMamba, MambaVision, PyTorch, LoveDA |
Controlled benchmark of Visual State-Space Models for domain shifts and boundary delineation in remote sensing segmentation vs. CNN/ViT baselines. | GitHub • Hugging Face • arXiv |
| SolarMamba | ECCV 2026 (Rebuttal) → Targeting Applied Energy | MambaVision (RGB), Pyramid TCN, LadderFusion |
Multimodal solar irradiance nowcasting with adaptive hierarchical fusion of sky images and temporal weather data. | Repo |
| FlowMatch-PdM | IEEE IES GenAI Challenge Selected (Submission) | Conditional Flow Matching, ODE, Generative AI |
Synthetic fault data generation for predictive maintenance using continuous-time flow matching. | — |
| BraTSMamba | BioFusion 2026 (Participated) | Mamba-SSM, 3D Conv, MONAI |
Linear-complexity 3D brain tumor segmentation on full-resolution multi-modal MRI. | Project Page |
| Project | Status | Tech Stack | Description | Links |
|---|---|---|---|---|
| ContxtBox | Latest Innovation | AI Tools, LLM | Newest AI productivity tool for contextual information management. | GitHub |
| Li-Fi File Sharing | Completed | Li-Fi, Embedded Systems |
Wireless file sharing system using visible light communication. | GitHub |
| Omni-Wheel Robot | Completed & Exhibited (EngEx) | ROS, Jetson AGX, Kalman Filter, Lidar, PID Control |
Omni-directional 4-wheeled autonomous robot with SLAM, matrix-based kinematics, and PID control loops. Transitioned from teleoperation to full autonomy. | Project Page |
| Symon Says (SVAIS) | Completed & Exhibited (EngEx) | MATLAB, ESP32, Audio Classification, Embedded Systems |
Smart Voice-Based Acoustic Intelligence System — An interactive Simon Says memory game controlled by real-time sound classification (snap, clap, knock). Uses hybrid feature extraction and ESP32 hardware with LED sequences. EE254 group project. | Project Site • GitHub |
| Distance Geometry in ML | Ongoing Learning | Python, Geometry, Nonlinear Systems |
Exploration of distance geometry techniques applied to machine learning representations. | Repo |
| Information Theory Learning | Self-Directed Research | Jupyter, Entropy, Compression |
Notebooks on Shannon theory, Huffman coding, and information bottleneck concepts. | Repo |
| Nonlinear & Multivariable Systems | Academic + Experiments | SciPy, NumPy, Phase Portraits |
Control theory experiments including Lyapunov stability, bifurcations, and feedback linearization. | Repo |
I write about the mathematical intuition behind modern AI.
The Eternal Harmonic: A Tribute to Joseph Fourier Tracing the lineage of signal processing from 19th-century heat transfer theory to the positional encodings in Transformers. Read Article
From Apollo to AI: A Deep Look into State Space Models How the Kalman Filtering logic used in the Apollo moon landings evolved into the Mamba architecture solving the Transformer memory bottleneck. Read Article
| Core Engineering | Artificial Intelligence | Robotics & IoT |
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"The best way to predict the future is to invent it."