2 papers
cs.DL2026
AI-Research Agents in the Wild. From GitHub and arXiv to Regularities and Gaps
Aleksey Komissarov, Andrey Ustyuzhanin
AI-research agents, or autoresearch systems, combine language models with tools, search, evaluation, and iterative modification of research artifacts. Their public software ecology…
cs.LG2026
Anatomy of a Sound Neural Reasoner: One-Shot Amortization, First-Pass Poisoning, and Search Inertness in Clue-Rich Completion
Aleksey Komissarov
Neural solvers are built to deduce, branch, and revise intermediate states. The Lattice Deduction Transformer (LDT) appears to do exactly that. In clue-rich Sudoku, it does not: on…