Publications
Full list, most recent first. Click a title for abstract + BibTeX.
2026
Prescriptive Scaling Reveals the Evolution of Language Model Capabilities
In ICML 2026 (oral, top 0.7%)Policy Learning with Abstention
In AISTATS 2026
2025
Discovering Hierarchical Latent Capabilities of Language Models via Causal Representation Learning
In arXiv preprint arXiv:2506.10378Solving Inequality Proofs with Large Language Models
In NeurIPS 2025 (Datasets and Benchmarks track, spotlight)
2024
Learning Causal Representations from General Environments: Identifiability and Intrinsic Ambiguity
In NeurIPS 2024 (spotlight)