Saman Halgamuge

Career Trajectory

Research Cluster Map

Direct collaborators. Node size = influence, colour = community, dashed = past collaboration.

• Parameter-efficient Prompt Tuning and Hierarchical Textual Guidance for Few-shot Whole Slide Image Classification

  arXiv (Cornell University) · 2026-03-23

• MSRAMIE: Multimodal Structured Reasoning Agent for Multi-instruction Image Editing

  ArXiv.org · 2026-03-17

• MSRAMIE: Multimodal Structured Reasoning Agent for Multi-instruction Image EditingPreprint

  arXiv (Cornell University) · 2026-03-17

• From Specification to Architecture: A Theory Compiler for Knowledge-Guided Machine LearningPreprint

  arXiv (Cornell University) · 2026-03-15

• From Specification to Architecture: A Theory Compiler for Knowledge-Guided Machine Learning

  arXiv (Cornell University) · 2026-03-15

• Invariant-Stratified Propagation for Expressive Graph Neural Networks

  ArXiv.org · 2026-03-02

• Invariant-Stratified Propagation for Expressive Graph Neural NetworksPreprint

  arXiv (Cornell University) · 2026-03-02

• Discovering Process-Outcome Credit in Multi-Step LLM Reasoning

  ArXiv.org · 2026-02-01

• Discovering Process-Outcome Credit in Multi-Step LLM ReasoningPreprint

  Open MIND · 2026-02-01

• Distributed solar generation forecasting using attention-based deep neural networks for cloud movement predictionPreprint

  SSRN Electronic Journal · 2026-01-01

• Distributed solar generation forecasting using attention-based deep neural networks for cloud movement predictionPreprint

  SSRN Electronic Journal · 2026-01-01

• Indigenous peoples and artificial intelligence: A systematic review and future directions

  2025-07-02 · 1 citations

• AniFaceDiff: Animating stylized avatars via parametric conditioned diffusion models

  Pattern Recognition · 2025-07-01 · 2 citations

• Indigenous peoples and artificial intelligence: A systematic review and future directions

  Big Data & Society · 2025-06-01 · 26 citations

• FRAME-C: A knowledge-augmented deep learning pipeline for classifying multi-electrode array electrophysiological signalsPreprint

  ArXiv.org · 2025-05-18

• Investigating Unconscious Verbal Mimicry as a Measure of Empathy in Design

  Journal of Mechanical Design · 2025-04-24 · 1 citations

• Graph-Eq: Discovering Mathematical Equations using Graph Generative ModelsPreprint

  ArXiv.org · 2025-03-30

• Arch-VQ: Discrete Architecture Representation Learning with Autoregressive PriorsPreprint

  ArXiv.org · 2025-03-28

• Beyond Deepfake vs Real: Facial Deepfake Detection in the Open-Set ParadigmPreprint

  ArXiv.org · 2025-03-11

• Distributed Coordination of Electric Vehicles in Unbalanced Distribution Grids: Enhancing Resilience to Peer-to-Peer Communication Failures

  IEEE Transactions on Industry Applications · 2025-01-20 · 3 citations