arXiv:2608.20729v1 Announce Type: new Abstract: Language-model agents can improve after failure or carry text across episodes without revising what counts…
Category: AI
VortexChat: An agentic framework for autonomous multi-objective integrated photonic design
arXiv:2608.20688v1 Announce Type: new Abstract: The advancement of modern integrated photonics is frequently bottlenecked by device design workflows that…
DreamBench-SWE: A Multi-Session Memory-Hygiene Benchmark for Software Agents
arXiv:2608.20664v1 Announce Type: new Abstract: DreamBench-SWE is a multi-session benchmark for software-agent memory hygiene in which later software…
Why2Speak: Faithful Reasoning for Abstaining Action Policies
arXiv:2608.20670v1 Announce Type: new Abstract: Many agentic systems must repeatedly choose between acting and abstaining, making faithful reasoning…
CDRL: Certification-Driven Reinforcement Learning for Neutrino Flavor Model Discovery
arXiv:2608.20686v1 Announce Type: new Abstract: Many scientific discovery problems require searching combinatorial hypothesis spaces under complex domain…
DirEAG: Dirichlet Evidence Aggregation for Calibrating Verbalized Confidence in Mathematical Reasoning
arXiv:2608.20717v1 Announce Type: new Abstract: Reliable confidence estimation is essential for using large language models in mathematical reasoning, but…
SAGE: A Unified Algebra and Self-Adaptive Execution for AI Functions in SQL
arXiv:2608.20630v1 Announce Type: new Abstract: SQL systems increasingly expose AI functions for tasks such as classification, extraction, filtering,…
Applying Anthropic Primitives at Large Enterprises: Harness Paradigm for Knowledge Work
arXiv:2608.20622v1 Announce Type: new Abstract: Frontier models have collapsed the cost of writing custom code: a niche problem a specialist sees in their…
Weighted Memory Tree: Remembering What Matters for Long-Horizon LLM Agents
arXiv:2608.20631v1 Announce Type: new Abstract: Large language model (LLM) agents have demonstrated the ability to solve multi-step tasks requiring…
Beyond Effectiveness: A Multi-Criteria Framework for Comparing Practical Socio-Technical Interventions
arXiv:2608.20649v1 Announce Type: new Abstract: Designers and policymakers in sociotechnical domains like content moderation, privacy interfaces,…