arXiv:2608.17929v1 Announce Type: new Abstract: Robust Markov decision processes optimize one policy against a set of plausible transition functions. This…
Tag: AI
AutoResearch: Insight In, Hallucination Out
arXiv:2608.17906v1 Announce Type: new Abstract: Autonomous research systems are increasingly capable of executing long research workflows, yet automation…
EvoTS-Agent: A Self-Evolving LLM Agent for Financial Time Series Change Point Detection
arXiv:2608.17933v1 Announce Type: new Abstract: Financial time series exhibit non-stationary and heterogeneous statistical properties, making change-point…
Towards Zero-Shot Task Transfer with Neurosymbolic World Models
arXiv:2608.17959v1 Announce Type: new Abstract: State-of-the-art model-based reinforcement learning methods learn neural world models that allow policy…
Procedural Content Metageneration via Program Search and Continual Abstraction Discovery
arXiv:2608.17947v1 Announce Type: new Abstract: Large language models can generate executable programs, which makes it possible to search directly over…
D$^2$ACCI: A Dual-Loop Diagnostic Protocol for Evidence-Preserving Agent Memory
arXiv:2608.17756v1 Announce Type: new Abstract: Memory is a key capability of LLM agents. Persistent memory extends this across sessions—enabling…
ARASH: Adaptive Retrieval And Shot Selection for Tabular Prediction
arXiv:2608.17856v1 Announce Type: new Abstract: Tabular prediction is a critical task across numerous applications. The recent success of large language…
StartupBench: Benchmarking General-Purpose Agents on Market-Validated End-to-End Workflows
arXiv:2608.17800v1 Announce Type: new Abstract: Recent advances in Large Language Models(LLMs) and agents have substantially improved the ability of AI…
What Flock’s defenders are missing
This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. Flock, the…
Neuro-symbolic learning over OWL 2 DL via consequence-based compilation to differentiable circuits
arXiv:2608.17741v1 Announce Type: new Abstract: OWL 2 DL ontologies, grounded in the description logic $\mathcal{SROIQ}$, express large knowledge bases in…