Section

Artificial Intelligence

Models, methods, and the machinery of intelligence.

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Edition No. 30
Updated UTC

Stronger verdicts first · Score orders stories within each verdict

Top stories

  1. 1. DynaFlow: Learning Free-Form Multi-Agent Orchestration

    Multi-agent systems often rely on predefined collaboration structures, limiting their ability to adapt to diverse task requirements.

    Verdict: Notable██████░░░░5.8
  2. 2. AV-FABLE: Audio-Visual Manipulation Forensics in Long-Form Videos

    Localized AI manipulations in long-form videos often affect brief events within otherwise authentic content, making video-level classification insufficient for forensic analysis.

    Verdict: Notable█████░░░░░5.0

More top stories

No.03 to No.08

  1. arXivby Qiao, Pan, Chen +6

    Δτ-Bench: Pushing Agents Toward a Moving Capability

    In this paper, we introduce Δτ-Bench, an executable agent benchmark that models the structural evolution of large tool ecosystems.

    No.03Verdict: NotableScore█████░░░░░5.0
  2. arXivby Liang, Wang, Liu +3

    ReGE: Stronger Agents through Experience Synthesis

    Repeated attempts at interactive tasks uncover facts, useful operations, and failures that can inform subsequent execution.

    No.06Verdict: NotableScore████░░░░░░4.2

Briefs

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