Giant artificial intelligence rounds have pushed U.S. venture capital deal value about 44% past its previous annual record with a quarter still to go,…
AliO: Output Alignment Matters in Long-Term Time Series Forecasing
arXiv:2610.11213v1 Announce Type: new Abstract: Long-term Time Series Forecasting (LTSF) tasks, which leverage the current data sequence as input to…
AI News Brief Hourly Summary 2026-10-09 08h : 11 posts
11 posts published in the last hour 05:32Beyond Imitation: A Framework and Benchmark for LLM-Assisted Peer Review 05:32OpenProblemBench: Benchmarking AI on Open Problems in the Foundational Theoretical Sciences 05:32AgentHorizon: Evaluating Agentic Judges for Long-Horizon Computer-Use Tasks 05:32When Interfaces Speak: Data-Aware…
Beyond Imitation: A Framework and Benchmark for LLM-Assisted Peer Review
arXiv:2610.11087v1 Announce Type: new Abstract: The rapid growth of scientific publishing has strained peer review, particularly in machine learning,…
OpenProblemBench: Benchmarking AI on Open Problems in the Foundational Theoretical Sciences
arXiv:2610.11118v1 Announce Type: new Abstract: The next frontier for artificial general intelligence is tackling unresolved scientific problems, calling…
AgentHorizon: Evaluating Agentic Judges for Long-Horizon Computer-Use Tasks
arXiv:2610.11050v1 Announce Type: new Abstract: Computer-use agents are capable of completing complex tasks, increasing the use of automatic judges to…
When Interfaces Speak: Data-Aware Generative UI Harness for Active Interaction
arXiv:2610.11123v1 Announce Type: new Abstract: Most human-agent interaction today remains text-based. Natural language can impose cognitive overload,…
Last Week in AI #346 – 719 math manuscripts, 2 Western open models, 1 more safety resignation
OpenAI publishes hundreds of math proofs from unreleased frontier model, Mistral and Reflection AI launch open-weight models to rival China, and more!
Distillation for Incrimination and Distillation for Capabilities
arXiv:2610.11012v1 Announce Type: new Abstract: Powerful misaligned AI models might recognize alignment evaluations and strategically behave well on them,…
How Narrative Wrapping Affects LLM Refusal: A Cross-Language Benchmark and Defense
arXiv:2610.11005v1 Announce Type: new Abstract: Safety-aligned language models often refuse a harmful request stated directly but answer the same request…
StoreBench: A Live-Commerce Environment for Evaluating and Training Autonomous Operator Agents
arXiv:2610.10942v1 Announce Type: new Abstract: Reinforcement learning environments are now a primary lever for improving large language model (LLM)…
Reading the Room: Foundations, Design, and Challenges of Normative Competence in LLMs
arXiv:2610.10906v1 Announce Type: new Abstract: Human communities are governed by normative systems: shared standards that produce \textit{norms}…
Learning How to Search for Plans with Exponentially Less Space
arXiv:2610.10954v1 Announce Type: new Abstract: Heuristic search for a plan can store exponentially many states, even when its heuristic is almost…
Curating Always-Loaded Context for LLM Agents: A Capacitated Assortment Model with Censored Feedback
arXiv:2610.11007v1 Announce Type: new Abstract: At the start of every session, LLM agents load a fixed context file, such as $\texttt{AGENTS.md}$. Each…
AI News Brief Hourly Summary 2026-10-09 07h : 12 posts
12 posts published in the last hour 04:31Self-Supervised Keyframe Discovery for Horizon-Invariant Behavior Cloning 04:31Whose Ground Truth? Embracing Ambiguity in Human-Centered AI 04:31On the Clock: Towards Punctual and Productive Time-Budgeted AI Agents 04:31Speaking the Navigator’s Language: Trajectory-Grounded Instruction Translation for…
Self-Supervised Keyframe Discovery for Horizon-Invariant Behavior Cloning
arXiv:2610.10857v1 Announce Type: new Abstract: Behavior cloning (BC) in non-Markovian environments is a challenging problem because policies have to…
Whose Ground Truth? Embracing Ambiguity in Human-Centered AI
arXiv:2610.10805v1 Announce Type: new Abstract: As AI systems increasingly interact with people and make decisions about them, understanding human…
On the Clock: Towards Punctual and Productive Time-Budgeted AI Agents
arXiv:2610.10833v1 Announce Type: new Abstract: We study whether small LLM agents can operate effectively under explicit wall-clock time budgets by both…