AI/ML arXiv cs.AI

A Critical Analysis of Trustworthy AI Tools, Mark Frameworks, and the Implementation Chasms

A critical analysis of trustworthy AI frameworks reveals a gap between high-level ethical guidelines and concrete implementation mechanisms.

AI/ML arXiv cs.AI

Logic, Optimization, and Artificial Intelligence

This survey explores the synergy between logic and optimization in rule-based AI to improve transparency, explainability, and fairness.

AI/ML arXiv cs.AI

SeerGuard: A Safety Framework for Mobile GUI Agents via World Model Prediction

SeerGuard is introduced as a safety framework for mobile GUI agents, utilizing a world model to predict and assess risks before actions are executed.

AI/ML arXiv cs.AI

MGDT: MLLM-Guided Diffusion Transformer with Relation-Adaptive Mixture-of-Experts for Multimodal Knowledge Graph Completion

MGDT is a new framework for multimodal knowledge graph completion that uses an align-then-diffuse paradigm with MLLM guidance and Mixture-of-Experts.

AI/ML arXiv cs.AI

Neuro-Symbolic AI for LEED compliance: Document-Centric Benchmarking, Deterministic Numeric Checking, and When Multimodal Hurts

A neuro-symbolic pipeline is tested for LEED compliance verification, finding that small local LLMs combined with deterministic numeric checkers can be effective.

AI/ML arXiv cs.AI

ToolVerse: Unlocking Massive Environments and Long-Horizon Tasks for Agentic Reinforcement Learning

ToolVerse is a framework that scales agentic RL environments by integrating thousands of real-world tools via Model Context Protocols (MCPs).

AI/ML arXiv cs.AI

S1-Omni: A Unified Multimodal Reasoning Model for Scientific Understanding, Prediction, and Generation

S1-Omni is presented as a unified multimodal reasoning model designed for scientific understanding, prediction, and generation across various domains.

AI/ML Hacker News

Claude Fable produced a counterexample to the Jacobian Conjecture

Claude Fable AI successfully produced a counterexample to the Jacobian Conjecture, a long-standing problem in mathematics.

Other Hacker News

The Chickens and the Bulls (2012)

An article or discussion regarding 'The Chickens and the Bulls (2012)', likely a technical or mathematical puzzle/story.

AI/ML arXiv cs.AI

GraphDx: A Cost-Aware Knowledge-Enhanced Multi-Agent Framework for Sequential Diagnosis

GraphDx is a multi-agent framework that uses Medical Diagnosis Knowledge Graphs to improve the accuracy and cost-efficiency of automated clinical diagnosis.

AI/ML arXiv cs.AI

Causal-Audit: Explicit and Auditable Graph-based Reasoning via Target-Aware Causal Chain Construction

Causal-Audit is a framework for auditable graph-based reasoning in LLMs, focusing on target-aware causal chain construction to improve intervention-based QA.

AI/ML arXiv cs.AI

Cura 1T: Specialized Model for Agentic Healthcare

Cura 1T is a specialized healthcare LLM trained via a human-gated self-evolution loop to handle consultation, reasoning, and tool use.

AI/ML arXiv cs.AI

AnovaX: A Local, Multi-Agent Voice Assistant with LLM Planning, Typed Executors, and Adaptive Recovery

AnovaX is a local-first, multi-agent voice assistant that runs entirely on a user's computer and manages desktop actions via an LLM planner and typed executors.

AI/ML arXiv cs.AI

Precise but Uncoupled: Reviewer Precision Does Not Guarantee Critique Uptake in Multi-Agent Math Reasoning

Research indicates that reviewer precision in multi-agent math reasoning does not guarantee that critiques will be adopted or lead to better solutions.

AI/ML arXiv cs.AI

DrawingVQA: A Real-World Benchmark for Multi-Depth Visual-Textual Reasoning on Construction Drawings

DrawingVQA introduces a benchmark for evaluating MLLMs on construction drawings, bridging the gap between AI reasoning and real-world engineering workflows.

AI/ML arXiv cs.AI

Do Coding Agents Need Executable World Models, Simplification, and Verification to Solve ARC-AGI-3?

A study on ARC-AGI-3 coding agents reveals that exact replay verification is the most effective component for solving complex reasoning games.

AI/ML arXiv cs.AI

Beyond a Joke: Multi-Angle Reasoning for Detecting and Explaining Harmful Humor in Memes

MAR-12 is a framework that uses VLMs and twelve structured perspectives to detect and explain harmful humor and hate in internet memes.

Other Hacker News

World GeoHistoGram

The article discusses World GeoHistoGram, a tool for visualizing historical geographical data.

Cybersecurity Hacker News

Delete Your Data with Drop

Drop is a tool designed to help users delete their data from various services to enhance privacy.

Software Engineering Lobste.rs

Who’s responsible for bug reports on old software versions?

A community discussion on Lobste.rs regarding the responsibility and ethics of maintaining bug reports for legacy software versions.