ReferClaw: Disambiguating User Intent for Egocentric Assistance
arXiv:2611.07683v1 Announce Type: cross Abstract: Users of egocentric AI assistants often ask short, ambiguous questions whose intended referents cannot be uniq…
EnglisharXiv cs.MA
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A Bilevel Neurodynamic Approach for Distributed SCAD-Regularized Sparse Least Squares
arXiv:2611.07618v1 Announce Type: cross Abstract: This paper proposes a bilevel particle swarm optimization (PSO)-neurodynamic method for solving the distribute…
EnglisharXiv cs.MA
Signed but Not Safe: Requirement Integrity in Multi-Agent LLM Handoffs
arXiv:2611.07483v1 Announce Type: cross Abstract: Enterprise AI agents increasingly split a user's request across subagents and merge their results, and each ha…
EnglisharXiv cs.MA
The Last Mile to the Real World: Agent-Native Primitives as Reusable Building Blocks for Solving Real-World Tasks
arXiv:2611.07461v1 Announce Type: cross Abstract: How can an agent handle a real-world task end to end? Frontier models with their own harnesses still fall shor…
EnglisharXiv cs.MA
Regulating Autonomous Mobility-on-Demand Operators with Fixed and Adaptive Penalties: A Multi-Agent Reinforcement Learning Approach
arXiv:2611.07122v1 Announce Type: cross Abstract: Profit-maximizing Autonomous Mobility-on-Demand (AMoD) operators may exploit consumer surplus through excessiv…
EnglisharXiv cs.MA
Polynomial-Time Computation of Extensive-Form Proper Equilibria in Two-Player Zero-Sum Games
arXiv:2611.07089v1 Announce Type: cross Abstract: We give a deterministic polynomial-time algorithm for computing an exact extensive-form proper equilibrium in …
EnglisharXiv cs.MA
Cooperative Multi-Agent Reinforcement Learning via Epigraph-Form Guided Exploration
arXiv:2611.07066v1 Announce Type: cross Abstract: Discovering cooperative behavior in multi-agent reinforcement learning (MARL) is challenging due to the combin…
EnglisharXiv cs.MA
Trilemma: How Agents choose between Honesty, Confidentiality, and Task Completion
arXiv:2611.08312v1 Announce Type: new Abstract: Personal AI agents often act on underspecified instructions and draw on context such as their user's messages an…
EnglisharXiv cs.MA
Designing with Cinematic Language: An Intent-Driven Approach to Human-AI Video Clip Co-Creation
arXiv:2611.07377v1 Announce Type: new Abstract: Generative video models have made video creation more accessible, yet creators still struggle to translate high-…
EnglisharXiv cs.MA
Design of Multi-UAV Cooperative Deep Semantic Autoencoders for Communication Networks
arXiv:2611.07374v1 Announce Type: new Abstract: Driven by the rapid development of the low-altitude economy, Uncrewed Aerial Vehicle (UAV) networks have become …
EnglisharXiv cs.MA
More Agents, More Reliable? System-Level Reliability of Multi-Agent LLMs under Operational-Profile Uncertainty
arXiv:2611.07140v1 Announce Type: new Abstract: Teams increasingly build software from cooperating large language model (LLM) agents, often assuming more agents…
EnglisharXiv cs.MA
Authorization Propagation in Agent2Agent Systems: An Experimental Security Evaluation of Multi-Hop Delegation
arXiv:2611.07050v1 Announce Type: new Abstract: Delegated Agent2Agent (A2A) workflows create a security problem when the agent sending a request is different fr…
EnglisharXiv cs.MA
Decentralized Sparse Quantile Regression
arXiv:2611.04612v2 Announce Type: replace-cross Abstract: Distributed statistical learning has recently attracted significant attention owing to its computation…
EnglisharXiv stat.TH
High-dimensional Gaussian Graphical Model Testing for Long-Memory Time Series
arXiv:2609.30565v2 Announce Type: replace-cross Abstract: Many real-world high-dimensional time series exhibit long-memory, but Gaussian graphical model testing…
EnglisharXiv stat.TH
Counterexamples and Sufficient Conditions: Comments on "Optimally-Transported Generalized Method of Moments"
arXiv:2609.20260v2 Announce Type: replace-cross Abstract: We comment on the optimally-transported generalized method of moments (OTGMM) of Schennach and Starck …
EnglisharXiv stat.TH
Estimating Treatment Effects Through Intermediate-Event Pathways with Multi-State Data
arXiv:2608.22608v2 Announce Type: replace-cross Abstract: During clinical trials evaluating a drug's effect on a survival endpoint, intermediate events often oc…
EnglisharXiv stat.TH
Higher-Order Neyman Orthogonality in Moment-Condition Models
arXiv:2605.10842v3 Announce Type: replace-cross Abstract: We construct moment functions that are Neyman-orthogonal to a chosen order in moment-condition models …
EnglisharXiv stat.TH
Fast Rates for Offline Contextual Bandits with Forward-KL Regularization under Single-Policy Concentrability
arXiv:2605.09214v2 Announce Type: replace-cross Abstract: \emph{Kullback-Leibler} (KL) regularization is ubiquitous in reinforcement learning algorithms in the …
EnglisharXiv stat.TH
Hyper Input Convex Neural Networks for Shape Constrained Learning and Optimal Transport
arXiv:2604.26942v2 Announce Type: replace-cross Abstract: We introduce Hyper Input Convex Neural Networks (HyCNNs), a novel neural network architecture designed…
EnglisharXiv stat.TH
Beyond Maximum Likelihood: Variational Inequality Estimation for Generalized Linear Models
arXiv:2511.03087v3 Announce Type: replace-cross Abstract: Generalized linear models (GLMs) are fundamental tools for statistical modeling, with maximum likeliho…
EnglisharXiv stat.TH