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Daniel Koceja

2 accepted papers

2026

Learning to Discover at Test Time

ICML 2026spotlight

How can we use AI to discover a new state of the art for a scientific problem? Prior work in test-time scaling, such as AlphaEvolve, performs search by prompting a frozen LLM. We perform reinforcement learning at test time, so the LLM can continue to train, but now with experience specific to the te…

Cited by 0SourceScholar
2025

One-Minute Video Generation with Test-Time Training

CVPR 2025poster

Transformers today still struggle to generate one-minute videos because self-attention layers are inefficient for long context. Alternatives such as Mamba layers struggle to produce coherent scenes because their hidden states are small and less expressive. We experiment with Test-Time Training (TTT)…