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Beyond the Best Guess: Improving LLM Solution Coverage with Evolution Strategies
arXiv:2608.12679v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly deployed in discovery domains such as math and science.…
The usual approach is to present the problem to the model and use its …
However, beyond this best guess, discovery can be enhanced by increasi…
In a process called pass@k, the model is allowed to explore the soluti…
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The Role of Natural Language Understanding in Multimodal Video-Based Dengue Diagnosis
arXiv:2608.…
12677v1 Announce Type: new Abstract: Detecting infection-related behav…
In this study, a YOLO- and Contrastive Language-Image Pre-training (CL…
First, YOLO is used to isolate mosquito regions from the background.
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Privacy-Preserving RAG by Concealing Sensitive Information from External LLMs
arXiv:2608.…
12675v1 Announce Type: new Abstract: Retrieval-Augmented Generation (R…
Existing privacy research on RAG has focused on preventing unauthorize…
However, another important problem that is often overlooked in RAG pri…
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Lines and Ladders: A Context-Aware Multi-Agent Framework for Large-Scale Retail Price Taxonomy
arXiv:2608.12674v1 Announce Type: new Abstract: Maintaining price consistency and executing an Every Day Low Price strategy is critical for global retailers.…
However, with catalogs spanning millions of active items, manual gover…
Inconsistent pricing across item variants distorts customer value perc…
To address this, we present a scalable, context-aware Multi-Agent Fram…
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On the Expressive Power of Transformers
arXiv:2608.12671v1 Announce Type: new Abstract: Multi-layer transformers form the critical component of essentially all large language models (LLMs) in use today.…
Because of their ubiquity and computational capability, there is a rap…
In this endeavor, circuit complexity has by and large emerged as the "…
Here, we present an overview of selected results that delineate the ex…
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Designing AI Pipelines for Decision-Ready ITSM Intelligence
arXiv:2608.…
12670v1 Announce Type: new Abstract: IT service management (ITSM) syst…
This paper presents a sociotechnical AI pipeline, designed and evaluat…
The pipeline combines LLM-based schema normalization, HDBSCAN sub-topi…
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General Probabilities of Causation with Causal Knowledge
arXiv:2608.…
12657v1 Announce Type: new Abstract: Probabilities of causation (PoCs)…
Tian and Pearl first derived theoretically sharp bounds for binary PoC…
Mueller et al.
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SteerBench-Work: A Benchmark for Agent Steering at Action Boundaries
arXiv:2608.12654v1 Announce Type: new Abstract: Long-running LLM agents act through tools, and a single step can send an email, merge a pull request, or wire a payment.…
The steering decision is the pre-commit choice at that boundary: proce…
We introduce SteerBench-Work, an incident-anchored, bidirectional benc…
Release v2026-05 contains 106 scenarios anchored in public incidents, …
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@skills: Attention is all you have
arXiv:2608.12610v1 Announce Type: new Abstract: There are 56,804 public agent skills today, and teams write many more privately.…
The dominant delivery model is installation: once installed, a skill's…
This leaves the long tail with no practical path to use and forces tea…
We observe that installation bundles three separable functions: conten…
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Jagged Judges: Epistemic Stability Under Silence, Pressure, and Persistence
arXiv:2608.12645v1 Announce Type: new Abstract: LLM judges have become central infrastructure for model evaluations, online grading, and reward modeling.…
Judges are typically validated by accuracy on golden data, but accurac…
We introduce the \emph{Wiggle Framework}, a unified stress test for ep…
The framework decomposes judge robustness along three dimensions: Mech…
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Dead text or binding clause? Measuring and restoring constraint influence in black-box LLM dialogues
arXiv:2608.…
12599v1 Announce Type: new Abstract: Multi-turn dialogues let users re…
No existing instrument measures this influence per clause, predicts it…
\sysname{} closes the three gaps through the model API alone: a contra…
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DiG-bench: Discovery in Games
arXiv:2608.12593v1 Announce Type: new Abstract: Discovery---formulating novel generalizations---is a central part of the scientific process.…
Despite its importance, there is a gap in the current AI benchmark lan…
To address this gap, we release a new benchmark: DiG-bench (Discovery …
DiG-bench consists of a set of 70 independent games.
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Auditable agentic AI for evidence-grounded thyroid ultrasound diagnosis and reporting
arXiv:2608.…
12590v1 Announce Type: new Abstract: Thyroid ultrasound diagnosis requ…
We present ThyroidXAgent, a clinician-interactive agentic AI system th…
The system was developed using OpenThyroidDB, a multicentre, multitask…
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Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces
arXiv:2608.…
12585v1 Announce Type: new Abstract: Improving reasoning LLMs requires…
Additionally, surfacing reasoning mistakes that the model makes would …
Due to the difficulty of this complex task on long reasoning traces, s…
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Trie Automata for Constrained Decoding over Large Finite Sets
arXiv:2608.…
12574v1 Announce Type: new Abstract: Large language models increasingl…
Current constrained decoding systems handle this through general-purpo…
We introduce the trie automaton, a specialized mechanism that exploits…
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CAS: A Causal Attribution Score for Local and Global Explainable Artificial Intelligence
arXiv:2608.…
12555v1 Announce Type: new Abstract: Predictive explanation methods at…
We introduce the Causal Attribution Score (CAS), a compact score archi…
CAS starts from an identified interventional coalition game, allocates…
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$\varepsilon$-MemEvo: Adaptive Cross-Task Memory Transfer for LLM Program Evolution
arXiv:2608.…
12522v1 Announce Type: new Abstract: LLM-based program evolution syste…
We introduce $\varepsilon$-MemEvo, a framework for cross-task knowledg…
$\varepsilon$-MemEvo stores prior experience as task-agnostic tactic m…
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Governed Persistent Memory: Source-Bound State Semantics and Fail-Closed Release for Long-Horizon Agents
arXiv:2608.…
12476v1 Announce Type: new Abstract: Long-term agent memory is usually…
We introduce Governed Persistent Memory (GPM), an auditable bitemporal…
Five executable clauses cover ledger integrity, source binding, confli…
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MindMemOS: A Portable and Self-Evolving Memory Operating Layer for AI Agents
arXiv:2608.…
12428v1 Announce Type: new Abstract: Memory is a core component of AI …
However, existing memory systems often remain fixed after development,…
We present MindMemOS, a portable and self-evolving memory operating la…
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Large Language Models Can Follow Instructions, But Not Many at Once: Phase Transitions in Compositional Constraint Satisfaction
arXiv:2608.…
12426v1 Announce Type: new Abstract: Large language models are increas…
Individual constraints are handled proficiently, but the compositional…
We introduce Constraint Saturation Evaluation (CSE), a procedurally ge…
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Research Assistant: AstraZeneca's Agentic System for R&D
arXiv:2608.…
12395v1 Announce Type: new Abstract: We describe Research Assistant, a…
The system provides a chat-style interface that brings together eviden…
It supports both a fast mode for direct question answering and a multi…
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Dual-Flow Transformers: Decoupling the Primary Prefill Path from Additional Decode Computation
arXiv:2608.…
12385v1 Announce Type: new Abstract: As large language models serve mo…
The two inference phases stress hardware differently: prompt prefill i…
Conventional width or depth scaling increases both costs together beca…
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Learning to Adapt Cross-Domain Preferences via Meta-LoRA for LLM Personalization
arXiv:2608.…
12389v1 Announce Type: new Abstract: Cross-domain zero- or few-shot pe…
Existing adaptation methods struggle to calibrate update magnitude und…
To calibrate adaptation to evidence quality, we propose PAC-Bayes-regu…
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Don't Want Your LLM to Recommend Nuclear Strike? Try Asking It in Japanese
arXiv:2608.…
12373v1 Announce Type: new Abstract: Large language models are increas…
We test nine models from six providers and ask whether the language of…
We use single-turn game-theoretic vignettes in which a model advises a…
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