Linear representations in language models can change dramatically over a conversation Paper • 2601.20834 • Published Jan 28 • 21
Hybrid Linear Attention Done Right: Efficient Distillation and Effective Architectures for Extremely Long Contexts Paper • 2601.22156 • Published Jan 29 • 15
KromHC: Manifold-Constrained Hyper-Connections with Kronecker-Product Residual Matrices Paper • 2601.21579 • Published Jan 29 • 6
DeepSearchQA: Bridging the Comprehensiveness Gap for Deep Research Agents Paper • 2601.20975 • Published Jan 28 • 11
AIRS-Bench: a Suite of Tasks for Frontier AI Research Science Agents Paper • 2602.06855 • Published Feb 6 • 83
OPUS: Towards Efficient and Principled Data Selection in Large Language Model Pre-training in Every Iteration Paper • 2602.05400 • Published Feb 5 • 354
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text Paper • 2601.22975 • Published Jan 30 • 113
On Data Engineering for Scaling LLM Terminal Capabilities Paper • 2602.21193 • Published Feb 24 • 103
Modular TTT: Rethinking Test-Time Training as Composable Modules Paper • 2608.07110 • Published 5 days ago • 6
Uncertainty-Aware World Model for Aerial Image-Goal Navigation Paper • 2608.05597 • Published 6 days ago • 7
Macaron-V1: Towards Open Continual Learning with Self-Improvement and Mixture-of-LoRA Paper • 2608.09819 • Published 1 day ago • 94