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EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management

arXiv:2606.03841v1 Announce Type: new Abstract: Recent progress in Large Language Model (LLM) agents has enabled promising advances in automated data science. However, existing approaches remain fundamentally limited by their static action sets and lack of principled long-horizon context management, hindering their ability to accumulate reusable experience across tasks and operate reliably in multi-stage, iterative data science pipelines.

arXiv CS 7d ago

Remote work may not be what makes employees happy, study finds

Remote work may not be what makes employees happy, study finds Gaby Clark Scientific Editor Andrew Zinin Lead Editor For years, remote work has been viewed as one of the most important drivers of employee satisfaction. New research suggests that assumption may be giving remote work too much credit. A study published in the journal Management Science found that while remote employees often report higher job satisfaction, much of that advantage disappears when researchers account for factors...

Phys.org 5d ago

President Trump seeks control of science funding

The White House Office of Management and Budget is moving to take more control of billions of dollars in federal grants. Critics say the proposed change would jeopardize the integrity of U.S. science.(Image credit: Andrew Harnik)

NPR News 7d ago

Trump administration has its sights set on destroying international research collaborations

In the latest chapter in the Trumpian destruction of US science, the White House Office of Management and Budget proposed troubling changes that affect how the federal government handles research grants, including those funded by the National Institutes of Health (NIH). Under these new rules, every federal research funding decision is subject to review by political appointees, who will be given the power to override decisions made on the basis of scientific merit.1 The traditional form of...

BMJ (British Medical Journal) 7h ago

'This is actually taking a page out of the Communist Party playbook': New White House proposal could deny scientists funding based on their political opinions

'This is actually taking a page out of the Communist Party playbook': New White House proposal could deny scientists funding based on their political opinions "It replaces expertise with political appointees, globally decouples the U.S. and completely guts our scientific ecosystem." The White House has proposed massive changes to the scientific process in the U.S. which, if passed, could make science funding dependent on the whims of political appointees. The Office of Management and Budget...

Space.com 1d ago

Smarter land use could unlock biodiversity, climate and economic gains across 146 countries

National governments and multilateral institutions face difficult challenges reconciling environmental goals, such as biodiversity conservation and addressing climate change, with economic development goals. In a first-of-its-kind analysis done for 146 countries around the world, an interdisciplinary research team led by researchers at the University of Minnesota has found large potential gains in biodiversity, climate and economic development from improved land use and land management. The...

Phys.org 5d ago

'Double-edged' nature of workplace resilience examined

'Double-edged' nature of workplace resilience examined Gaby Clark Scientific Editor Andrew Zinin Lead Editor From underdog stories to comeback victories, everyone loves a tale of perseverance. But a new study suggests that highlighting workplace resilience can sometimes leave observers feeling anxious instead of inspired. Brady Shanklin, University of Mississippi assistant professor of management, and Tyler Sabey, Arizona State University assistant professor of management and...

Phys.org 22h ago

RedKnot: Efficient Long-Context LLM Serving with Head-Aware KV Reuse and SegPagedAttention

Announce Type: new Abstract: As the input length of large language model (LLM) serving continues to grow, the KV cache has become a dominant bottleneck in AI infrastructure. It limits GPU memory capacity, serving concurrency, cache reuse, and distributed scalability. Several important problems, including position-independent KV cache, prefix KV cache compression, hot/cold KV cache separation, and distributed KV cache management, all depend on how the KV cache is represented and managed.

arXiv CS 5d ago

Algal blooms explained: How scientists are helping spot them sooner

Algal blooms explained: How scientists are helping spot them sooner Lisa Lock Scientific Editor Andrew Zinin Lead Editor Algal blooms can seem to appear overnight. A stretch of ocean that looked clear days earlier can suddenly appear discolored and sometimes pose risks to ecosystems and human health. But scientists say blooms are rarely sudden—understanding what happens before they appear is key to managing them.

Phys.org 7d ago

MENTOR: A Metacognition-Driven Self-Evolution Framework for Uncovering and Mitigating Implicit Domain Risks in LLMs

arXiv:2511.07107v3 Announce Type: replace Abstract: Ensuring the safety of Large Language Models (LLMs) is critical for real-world deployment. However, current safety measures often fail to address implicit, domain-specific risks. To investigate this gap, we introduce a dataset of 3,000 annotated queries spanning education, finance, and management.

arXiv CS 6d ago