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Related Articles from SNS
Learning-based Directed Graph Abstraction of Combinatorial Spaces for Order-Preserving Search in Mixed-Combinatorial Nonlinear Optimization
arXiv:2606.01425v1 Announce Type: new Abstract: Mixed-combinatorial nonlinear programming (MCNLP) problems arise in many engineering design and planning applications, e.g., due to categorical, component, and geometric design choices, as well as joint task and motion planning. Traditional representations of combinatorial spaces, such as integer or binary encoding, often introduce spurious relations, increase dimensionality, and require additional compatibility constraints. Instead, this paper...
July 1 brings big student loan changes. Here's what you need to know
July 1 brings big student loan changes. Here's what you need to know On July 1, a host of new student loan changes from last year's One Big Beautiful Bill Act will kick in, including the end of a short-lived Biden-era repayment plan, the start of two Republican-designed repayment plans and strict new borrowing limits for some students. There's a lot to parse, and not every change will impact every borrower.
CADET: A Modular Platform for Evaluating Distributed Cooperative Autonomy in Connected Autonomous Vehicles
Announce Type: new Abstract: Deep learning models are increasingly central to autonomous vehicle (AV) pipelines, yet their integration has traditionally followed a monolithic design where perception, planning, and control execute on a single onboard computer. This design overlooks the emerging paradigm of cooperative autonomy, where vehicles interact with roadside units (RSUs), edge servers, and cloud-hosted intelligence through vehicle-to-everything (V2X) connectivity. Cooperative...
Formula 1 agrees to engine design change after criticism
Formula 1 agrees a two-step plan to change engine design in response to criticism of this year's new rules.
CacheRAG: A Semantic Caching System for Retrieval-Augmented Generation in Knowledge Graph Question Answering
arXiv:2604.26176v3 Announce Type: replace Abstract: The integration of Large Language Models (LLMs) with Retrieval-Augmented Generation (RAG) has significantly advanced Knowledge Graph Question Answering (KGQA). However, existing LLM-driven KGQA systems act as stateless planners, generating retrieval plans in isolation without exploiting historical query patterns: analogous to a database system that optimizes every query from scratch without a plan cache. This fundamental design flaw leads...
CacheRAG: A Semantic Caching System for Retrieval-Augmented Generation in Knowledge Graph Question Answering
arXiv:2604.26176v4 Announce Type: replace Abstract: The integration of Large Language Models (LLMs) with Retrieval-Augmented Generation (RAG) has significantly advanced Knowledge Graph Question Answering (KGQA). However, existing LLM-driven KGQA systems act as stateless planners, generating retrieval plans in isolation without exploiting historical query patterns: analogous to a database system that optimizes every query from scratch without a plan cache. This fundamental design flaw leads...
CacheRAG: A Semantic Caching System for Retrieval-Augmented Generation in Knowledge Graph Question Answering
Announce Type: replace Abstract: The integration of Large Language Models (LLMs) with Retrieval-Augmented Generation (RAG) has significantly advanced Knowledge Graph Question Answering (KGQA). However, existing LLM-driven KGQA systems act as stateless planners, generating retrieval plans in isolation without exploiting historical query patterns: analogous to a database system that optimizes every query from scratch without a plan cache. This fundamental design flaw leads to schema...
Indonesia's trade ministry faces barrage of questions from businesses over new export control plan
Indonesia's trade ministry faces barrage of questions from businesses over new export control plan JAKARTA, June 9 : Indonesian trade ministry officials faced a barrage of questions on Tuesday from exporters of palm oil, coal and ferroalloys worried about the impact of a controversial new export control plan designed to extract more profit from the country's natural resources. In an online forum held by the government, businesses expressed concern about how the new rules will be implemented,...
A new plant to produce nuclear bomb fuel: Kim's message to Trump, South Korea
North Korea has disclosed a new facility for producing nuclear bomb fuel, with leader Kim Jong Un vowing to expand the country's nuclear forces "at an exponential rate." State-run Korean Central News Agency (KCNA) reported that Kim, during a visit to the plant, endorsed "an ambitious future plan designed to beef up our state's nuclear forces at an exponential rate." Kim claimed North Korea's production of weapons-grade nuclear material has more than doubled over the past five years, though...
Bespoke-Card: Why Tune When You Can Generate? Synthesizing Workload-Specific Cardinality Estimators
arXiv:2606.09361v1 Announce Type: new Abstract: Cardinality estimators are built to support arbitrary schemas and workloads, forcing them to rely on generic statistics even when the schema and workload is known in advance, leaving optimizers prone to large errors and poor plans. We present Bespoke-Card, an agent-driven system that synthesizes workload-specific cardinality estimators as executable code: a planning agent designs the estimators strategies, a coding agent implements them, and a...