Constructive Alignment: Governing Preference Dynamics in Human-AI Interaction
arXiv:2607.00001v1 Announce Type: new Abstract: Most approaches to AI alignment treat human preferences as fixed targets to be inferred and…
FinPersona-Bench: A Benchmark for Longitudinal Psychometric Stability of Autonomous Financial Agents
arXiv:2606.31522v2 Announce Type: replace-cross Abstract: Large Language Models (LLMs) are increasingly deployed as autonomous financial agents initialized with explicit behavioral…
Meta-Transfer Learning for mmWave Beam Alignment
arXiv:2607.00860v1 Announce Type: cross Abstract: Millimeter-wave (mmWave) beam alignment plays a critical role in next-generation wireless systems, yet its efficient…
Recovering Input Text from Hidden States: Study of Gradient-Based Inversion of Decoder-Only Language Models
arXiv:2607.00852v1 Announce Type: cross Abstract: This work studies the hidden-state inversion problem: recovering the original input token sequence of a…
ComplianceGate: Classifier-Gated Multi-Tier LLM Routing for Inference in Regulated Industries
arXiv:2606.31163v2 Announce Type: replace-cross Abstract: Large language models deployed in regulated industries operate under two constraints: compliance enforcement and cost…
Empowering biomedical evidence exploration and synthesis with deep knowledge graph research
Nature Machine Intelligence, Published online: 02 July 2026; doi:10.1038/s42256-026-01266-0 Wang et al. develop DeepEvidence, a biomedical deep research agent for…
Reshaping biomolecular structure prediction through strategic conformational exploration with HelixFold-S1
Nature Machine Intelligence, Published online: 02 July 2026; doi:10.1038/s42256-026-01264-2 Liu and colleagues introduce HelixFold-S1, a guided sampling strategy for biomolecular…
What Drives Interactive Improvement from Feedback?
arXiv:2606.30774v1 Announce Type: new Abstract: We study when natural-language feedback produces improvement beyond the gains obtainable from repeated attempts alone.…