Posts by collection

M.H. Stewart Fellowship

Margaret and Stephen Kendrick PhD Student Fellowship for Research Excellence

Best Poster Award (1st Place), AASF AIX Summit 2026

George Fellowship

ARM: Refining Multivariate Forecasting with Adaptive Temporal‑Contextual Learning

ICLR 2024 (Poster)

CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables

ICML 2024 (Poster), PMLR 235: 32990–33006

In‑context Time Series Predictor

ICLR 2025 (Poster)

WAVE: Weighted Autoregressive Varying Gate for Time Series Forecasting

ICML 2025 (Poster), PMLR 267: 40464–40490

Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting

ICML 2025 (Poster), PMLR 267: 40848–40867

ZeroS: Zero‑Sum Linear Attention for Efficient Transformers

NeurIPS 2025 (Spotlight)

Free Energy Mixer

ICLR 2026

StretchTime: Adaptive Time Series Forecasting via Symplectic Attention

ICML 2026

HyperMLP: An Integrated Perspective for Sequence Modeling

ICML 2026

CAST: Causal Anchored Simplex Transport for Distribution-Valued Time Series

NeurIPS 2026

Rethinking Sequence Modeling: LLM Scaling Laws, Expressivity-Efficiency Tradeoffs, and the Role of Architecture

Rethinking Sequence Modeling with HyperMLP: An Integrated Architectural Perspective

Rethinking Sequence Modeling: LLM Scaling Laws, Expressivity-Efficiency Tradeoffs, and the Role of Architecture

ISyE 4031 Regression and Forecasting

Independent Instructor, Georgia Institute of Technology