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◬ AI & Machine Learning Mar 25, 2026
ABSTRAL: Automatic Design of Multi-Agent Systems Through Iterative Refinement and Topology Optimization

arXiv:2603.22791v1 Announce Type: new Abstract: How should multi-agent systems be designed, and can that design knowledge be captured in a form that is inspectable, revisable, and transferable? We int…

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◬ AI & Machine Learning Mar 25, 2026
AgriPestDatabase-v1.0: A Structured Insect Dataset for Training Agricultural Large Language Model

arXiv:2603.22777v1 Announce Type: new Abstract: Agricultural pest management increasingly relies on timely and accurate access to expert knowledge, yet high quality labeled data and continuous expert …

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◬ AI & Machine Learning Mar 25, 2026
Can LLM Agents Generate Real-World Evidence? Evaluating Observational Studies in Medical Databases

arXiv:2603.22767v1 Announce Type: new Abstract: Observational studies can yield clinically actionable evidence at scale, but executing them on real-world databases is open-ended and requires coherent …

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◬ AI & Machine Learning Mar 25, 2026
CLiGNet: Clinical Label-Interaction Graph Network for Medical Specialty Classification from Clinical Transcriptions

arXiv:2603.22752v1 Announce Type: new Abstract: Automated classification of clinical transcriptions into medical specialties is essential for routing, coding, and clinical decision support, yet prior …

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◬ AI & Machine Learning Mar 25, 2026
Beyond Binary Correctness: Scaling Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks

arXiv:2603.22744v1 Announce Type: new Abstract: Large language models excel on objectively verifiable tasks such as math and programming, where evaluation reduces to unit tests or a single correct ans…

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◬ AI & Machine Learning Mar 25, 2026
HyFI: Hyperbolic Feature Interpolation for Brain-Vision Alignment

arXiv:2603.22721v1 Announce Type: new Abstract: Recent progress in artificial intelligence has encouraged numerous attempts to understand and decode human visual system from brain signals. These prior…

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◬ AI & Machine Learning Mar 25, 2026
MuQ-Eval: An Open-Source Per-Sample Quality Metric for AI Music Generation Evaluation

arXiv:2603.22677v1 Announce Type: new Abstract: Distributional metrics such as Fr\'echet Audio Distance cannot score individual music clips and correlate poorly with human judgments, while the only pe…

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◬ AI & Machine Learning Mar 25, 2026
Benchmarking Multi-Agent LLM Architectures for Financial Document Processing: A Comparative Study of Orchestration Patterns, Cost-Accuracy Tradeoffs and Production Scaling Strategies

arXiv:2603.22651v1 Announce Type: new Abstract: The adoption of large language models (LLMs) for structured information extraction from financial documents has accelerated rapidly, yet production depl…

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◬ AI & Machine Learning Mar 25, 2026
Graph-Aware Late Chunking for Retrieval-Augmented Generation in Biomedical Literature

arXiv:2603.22633v1 Announce Type: new Abstract: Retrieval-Augmented Generation (RAG) systems for biomedical literature are typically evaluated using ranking metrics like Mean Reciprocal Rank (MRR), wh…

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◬ AI & Machine Learning Mar 25, 2026
Bridging the Know-Act Gap via Task-Level Autoregressive Reasoning

arXiv:2603.22619v1 Announce Type: new Abstract: LLMs often generate seemingly valid answers to flawed or ill-posed inputs. This is not due to missing knowledge: under discriminative prompting, the sam…

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◬ AI & Machine Learning Mar 25, 2026
Understanding LLM Performance Degradation in Multi-Instance Processing: The Roles of Instance Count and Context Length

arXiv:2603.22608v1 Announce Type: new Abstract: Users often rely on Large Language Models (LLMs) for processing multiple documents or performing analysis over a number of instances. For example, analy…

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◬ AI & Machine Learning Mar 25, 2026
AI Mental Models: Learned Intuition and Deliberation in a Bounded Neural Architecture

arXiv:2603.22561v1 Announce Type: new Abstract: This paper asks whether a bounded neural architecture can exhibit a meaningful division of labor between intuition and deliberation on a classic 64-item…

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◬ AI & Machine Learning Mar 25, 2026
Maximum Entropy Relaxation of Multi-Way Cardinality Constraints for Synthetic Population Generation

arXiv:2603.22558v1 Announce Type: new Abstract: Generating synthetic populations from aggregate statistics is a core component of microsimulation, agent-based modeling, policy analysis, and privacy-pr…

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◬ AI & Machine Learning Mar 25, 2026
Computational Arbitrage in AI Model Markets

arXiv:2603.22404v1 Announce Type: new Abstract: Consider a market of competing model providers selling query access to models with varying costs and capabilities. Customers submit problem instances an…

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◬ AI & Machine Learning Mar 25, 2026
From Static Templates to Dynamic Runtime Graphs: A Survey of Workflow Optimization for LLM Agents

arXiv:2603.22386v1 Announce Type: new Abstract: Large language model (LLM)-based systems are becoming increasingly popular for solving tasks by constructing executable workflows that interleave LLM ca…

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◬ AI & Machine Learning Mar 25, 2026
STEM Agent: A Self-Adapting, Tool-Enabled, Extensible Architecture for Multi-Protocol AI Agent Systems

arXiv:2603.22359v1 Announce Type: new Abstract: Current AI agent frameworks commit early to a single interaction protocol, a fixed tool integration strategy, and static user models, limiting their dep…

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◬ AI & Machine Learning Mar 25, 2026
Session Risk Memory (SRM): Temporal Authorization for Deterministic Pre-Execution Safety Gates

arXiv:2603.22350v1 Announce Type: new Abstract: Deterministic pre-execution safety gates evaluate whether individual agent actions are compatible with their assigned roles. While effective at per-acti…

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◬ AI & Machine Learning Mar 25, 2026
Intelligence Inertia: Physical Principles and Applications

arXiv:2603.22347v1 Announce Type: new Abstract: While Landauer's principle establishes the fundamental thermodynamic floor for information erasure and Fisher Information provides a metric for local cu…

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◬ AI & Machine Learning Mar 25, 2026
Dynamic Fusion-Aware Graph Convolutional Neural Network for Multimodal Emotion Recognition in Conversations

arXiv:2603.22345v1 Announce Type: new Abstract: Multimodal emotion recognition in conversations (MERC) aims to identify and understand the emotions expressed by speakers during utterance interaction f…

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◬ AI & Machine Learning Mar 25, 2026
The Efficiency Attenuation Phenomenon: A Computational Challenge to the Language of Thought Hypothesis

arXiv:2603.22312v1 Announce Type: new Abstract: This paper computationally investigates whether thought requires a language-like format, as posited by the Language of Thought (LoT) hypothesis. We intr…

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◬ AI & Machine Learning Mar 25, 2026
Memory Bear AI Memory Science Engine for Multimodal Affective Intelligence: A Technical Report

arXiv:2603.22306v1 Announce Type: new Abstract: Affective judgment in real interaction is rarely a purely local prediction problem. Emotional meaning often depends on prior trajectory, accumulated con…

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◬ AI & Machine Learning Mar 25, 2026
PRETTINESS -- Privacy pResErving aTTrIbute maNagEment SyStem

arXiv:2603.23221v1 Announce Type: new Abstract: European Digital Identity (EUDI) Wallet aims to provide end users with a way to get attested credentials from issuers, and present them to different rel…

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◬ AI & Machine Learning Mar 25, 2026
Privacy-Aware Smart Cameras: View Coverage via Socially Responsible Coordination

arXiv:2603.23197v1 Announce Type: new Abstract: Coordination of view coverage via privacy-aware smart cameras is key to a more socially responsible urban intelligence. Rather than maximizing view cove…

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◬ AI & Machine Learning Mar 25, 2026
Robust Safety Monitoring of Language Models via Activation Watermarking

arXiv:2603.23171v1 Announce Type: new Abstract: Large language models (LLMs) can be misused to reveal sensitive information, such as weapon-making instructions or writing malware. LLM providers rely o…

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