§ Research
1. LLM Reasoning
Investigating failure modes in multi-turn constraint satisfaction and logical consistency across large language models.
LLMreasoningconstraints
2. Operator Learning Theory
Finite-sample generalization bounds for neural operators under distribution shift.
PDEneural operatorsgeneralization
3. Tokenization
Studying whether relative representations can enable cross-tokenizer transfer in language models.
tokenizationtransferrepresentations
4. Connectomics
Scalable methods for comparative analysis of neural connectivity graphs.
neurosciencegraphsconnectomics
5. NLP Evaluation
Building robust evaluation systems for detecting evasion and measuring semantic similarity in political and narrative text.
NLPevaluationevasion detection