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When Does Delegation Beat Majority? A Delegation-Based Aggregator for Multi-Sample LLM Inference
arXiv:2606.08098v1 Announce Type: new Abstract: Majority voting over sampled answers is the dominant unsupervised aggregator for multi-sample LLM inference. We show that piping the signals every sample carries into a delegation-based aggregator (Propagational Proxy Voting, PPV) yields an unsupervised consensus rule that beats majority on MMLU-Pro by +1.5 pp overall and +2.24 pp on the non-trivial subset (paired McNemar p ~ 1.0e-14, n = 8,099).
Overlaying Governance: A Compositional Authorization Framework for Delegation and Scope in Agentic AI
Announce Type: new Abstract: As AI systems evolve from passive models into autonomous active agents capable of initiating actions, collaborating, and delegating tasks, the traditional boundaries of software systems blur. Traditional authorization and delegation frameworks, built around fixed principals, explicit requests, and static scopes, are insufficient to govern agentic systems. Agentic AI demands richer authorization semantics: agents must inherit and delegate permissions, act under...
Observability for Delegated Execution in Agentic AI Systems
arXiv:2606.09692v1 Announce Type: new Abstract: Delegation-scoped execution is not identifiable from standard observables: audit logs and execution traces can be identical under multiple incompatible delegation assignments. This gap is especially acute in LLM-based agentic systems, where agents dynamically select tools, vary execution sequences across runs for the same instruction, and spawn cooperating sub-agents. These dynamics fragment and interleave traces, making delegation-scoped...
Iran criticizes US refusal to grant visas for World Cup delegation
Iran criticizes US refusal to grant visas for World Cup delegation Iran criticizes US refusal to grant visas for World Cup delegation Iran’s ambassador to Mexico, Abolfazl Pasandideh, expressed concern over the reported denial of US visas to 15 members of Iran’s 2026 World Cup delegation and called on FIFA to help ensure the team’s full participation in the tournament. Published On 7 Jun 2026
South Africa’s World Cup delegation departs for Mexico without coach
South Africa’s World Cup delegation departs for Mexico without coach Bafana Bafana’s departure was delayed due to non-issuance of visas for several players and support staff. The South African national team members have left for their World Cup training base in Pachuca, Mexico, in advance of their opening game against the tournament cohosts on June 11. The delegation that left on Monday did not include assistant coach Helman Mkhalele, who has yet to obtain a United States visa.
SearchSwarm: Towards Delegation Intelligence in Agentic LLMs for Long-Horizon Deep Research
Announce Type: new Abstract: Large language models are increasingly expected to handle complex, long-horizon real-world tasks whose context demands can grow without bound, yet model context windows remain inherently finite. Recent work explores a paradigm where a main agent decomposes tasks and dispatches subtasks to subagents, which execute and return only summarized results, conserving the main agent's context budget. However, performing this well requires delegation intelligence: the...
ODYSSEY: Reestablishing Confidentiality in Confidential Blockchain via Delegated Execution
arXiv:2606.04892v1 Announce Type: new Abstract: Confidential blockchains leveraging Trusted Execution Environments (TEEs) have garnered extensive attention for transaction confidentiality. In this paper, we first taxonomize two classes of attacks against confidential blockchains, i.e., execution-inference and execution-replay attacks, which exploit TEEs' long-lasting side-channel and state-continuity issues to compromise the confidentiality of existing consortium blockchains. Then, we...
The Human-AI Delegation-Verification Dilemma: Individual Strategies, Collective Equilibria and Sociotechnical Lock-in
Announce Type: replace Abstract: This paper takes an ecological approach toward large-scale models of hybrid human-AI intelligence. Emerging models of human-AI interaction predominantly advance the complementarity thesis variously dubbed human-AI collaboration and human-AI hybrid intelligence. However, this constitutes an over-simplification of the modalities of human-AI interaction and possibility-space for both individual and collective action that human-AI interaction potentiates.
Congress delegation meets EC over Natarajan row
New Delhi: Slamming the rejection of the nomination form of Meenakshi Natarajan, Congress told Election Commission Wednesday that there is no criminal case pending against the Rajya Sabha nominee, and urged it to overturn the returning officer’s order in MP. “It is like saying two plus two is seven, not even five. It is an egregious, unlawful order, and it should be set aside immediately,” Abhishek Singhvi said, adding that the RO’s order strikes at the heart of democracy and the Constitution.
Need to Know: Contextual-Integrity-Grounded Query Rewriting for Privacy-Conscious LLM Delegation
arXiv:2606.04067v1 Announce Type: new Abstract: As LLMs become increasingly woven into everyday workflows, user queries sent to cloud hosted LLMs routinely mix task-essential content with task non-essential sensitive disclosures, yet type based PII redaction is context agnostic and may raise two issues: over disclosing untyped sensitive context and over removing answer bearing spans. We recast privacy preserving query rewriting under Contextual Integrity: a span should be forwarded only if...