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Rethinking testing for llm applications: Characteristics, challenges, and a lightweight interaction protocol

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

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fields

cs.AI 1 cs.DC 1

years

2026 2

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representative citing papers

How to Interpret Agent Behavior

cs.AI · 2026-05-13 · conditional · novelty 6.0

ACT*ONOMY is a Grounded-Theory-derived hierarchical taxonomy and open repository that enables systematic comparison and characterization of autonomous agent behavior across trajectories.

AAFLOW: Scalable Patterns for Agentic AI Workflows

cs.DC · 2026-05-04 · unverdicted · novelty 5.0

AAFLOW is a unified distributed runtime that models agentic workflows as operators with a zero-copy data plane using Apache Arrow and Cylon, achieving up to 4.64x pipeline speedup through improved data flow and batching.

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Showing 2 of 2 citing papers.

  • How to Interpret Agent Behavior cs.AI · 2026-05-13 · conditional · none · ref 33

    ACT*ONOMY is a Grounded-Theory-derived hierarchical taxonomy and open repository that enables systematic comparison and characterization of autonomous agent behavior across trajectories.

  • AAFLOW: Scalable Patterns for Agentic AI Workflows cs.DC · 2026-05-04 · unverdicted · none · ref 1

    AAFLOW is a unified distributed runtime that models agentic workflows as operators with a zero-copy data plane using Apache Arrow and Cylon, achieving up to 4.64x pipeline speedup through improved data flow and batching.