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XMT
信流 · 上滑连读 · 来源可核
CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation
arXiv:2608.…
- 12842v1 Announce Type: new Abstract: Model merging has recently attrac…
- However, parameter conflicts and knowledge interference across tasks o…
- Prior work introduced Conflict-Aware and Balanced Sparsification (CABS…
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ARAC: Benchmarking Auto-Research's Alignment and Completeness on End-to-End Researchs
arXiv:2608.…
- 12788v1 Announce Type: new Abstract: The rapid advancement of Auto-Res…
- We propose Auto-Research's Alignment and Completeness, ARAC-Bench: a R…
- The framework operates through two synergistic components: the Academi…
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PROVE-RT: Generating Mechanized Theorem Prover Scripts for Real-Time Systems using LLMs
arXiv:2608.…
- 12762v1 Announce Type: new Abstract: Schedulability analysis is essent…
- Mechanized verification in PROSA/ROCQ offers a rigorous alternative, y…
- Recent successes of large language models (LLMs) across a wide range o…
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Correct Is Not Governed: Provenance Integrity in Agentic Workflows
arXiv:2608.12761v1 Announce Type: new Abstract: Agentic workflows are commonly evaluated by whether they reach the correct outcome.…
- That is insufficient in institutional settings, where a correct action…
- We define governed execution as work whose decisions, completion, and …
- We present Matrix, a deterministic causal-state layer that records aut…
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Spatial Memory Agent: Experience-Grounded Procedure Memory for Spatial Intelligence
arXiv:2608.12743v1 Announce Type: new Abstract: Spatial intelligence is becoming a foundation for embodied agents, robotic planning, and multimodal assistants.…
- To improve the spatial reasoning ability of VLM agents, existing work …
- One line uses post-training methods, such as supervised fine-tuning an…
- Another line adopts an agentic paradigm in which the model calls exter…
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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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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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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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@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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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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