James Hu

Risk Management TD Bank

Papers on Lattice

Total citations

Topics

Research focus

Interpretability & Mechanistic Interp (1)Architecture Design (Transformers, SSMs, MoE) (1)Eval Frameworks & Benchmarks (1)Red-Teaming & Adversarial Robustness (1)

Frequent co-authors

Mahdi Ghelichi (1)

Papers (2)

Jul 20, 2026

Risk Management TD BankJul 20, 2026

Topological Signatures of Context-Level Reliability in TabPFN

TabPFN's internal topology reveals critical insights into its reliability, with specific topological signatures indicating when the model struggles with complex data geometries.

James Hu, Mahdi Ghelichi

Interpretability & Mechanistic Interp

Apr 6, 2026

Risk Management TD BankApr 6, 2026

Noise Immunity in In-Context Tabular Learning: An Empirical Robustness Analysis of TabPFN's Attention Mechanisms

TabPFN's impressive resilience to noisy, real-world tabular data suggests it's not just another foundation model, but a surprisingly robust workhorse ready for messy industrial applications.

James Hu

Architecture Design (Transformers, SSMs, MoE)Eval Frameworks & Benchmarks Red-Teaming & Adversarial Robustness

James Hu

Research focus

Frequent co-authors

Papers (2)

Search

James Hu

Research focus

Frequent co-authors

Papers (2)