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Treatment Effect Estimation with Differentiated Networked Effect on Graph Data
Announce Type: replace Abstract: Estimating individual treatment effect (ITE) from observational graph data is crucial for decision-making in the fields such as commerce and medicine. This task is challenging due to interference, where individual outcomes can be influenced by the treatments and covariates of their neighbors. Existing methods attempt to model such interference for accurate ITE estimation.
Treatment Effect Estimation with Differentiated Networked Effect on Graph Data
arXiv:2605.24358v4 Announce Type: replace Abstract: Estimating individual treatment effect (ITE) from observational graph data is crucial for decision-making in the fields such as commerce and medicine. This task is challenging due to interference, where individual outcomes can be influenced by the treatments and covariates of their neighbors. Existing methods attempt to model such interference for accurate ITE estimation.
Tree-Guided Identify-Then-Exploit: A Unified Framework of Best Arm Identification and Regret Minimization for Dueling Bandits
arXiv:2606.01799v1 Announce Type: new Abstract: We study $N$-armed stochastic dueling bandits under the Condorcet-winner assumption, where three widely adopted objectives are considered: best-arm identification (BAI), weak regret, and strong regret. We propose Tree-Guided Identify-Then-Exploit (TG-ITE), the first unified framework to tackle all these objectives to our knowledge. Without requiring stronger assumptions, we propose a shared tree-guided identification approach to find a...
eMEM: A Hybrid Spatio-Temporal Memory System For Embodied Agents
Announce Type: new Abstract: We present eMEM (Embodied Memory), a hybrid graph-based memory system for embodied agents operating in physical environments. Current agent memory architectures, such as Generative Agents, MemGPT, and A-MEM, treat memory as text streams or knowledge graphs, but embodied agents require memory that is simultaneously searchable by meaning, space, and time. eMEM fills this gap with a multi-index architecture (SQL ITE for structured storage, hnswlib for approximate...
Middle East: US hits Iran radar sites, Kuwait under fire
Middle East: US hits Iran radar sites, Kuwait under fire Published June 1, 2026last updated June 1, 2026What you need to know - Israeli Prime Minister Benjamin Netanyahu says he ordered the military to strike Beirut's southern suburbs - Kuwait says its air defenses have been responding to missile and drone attacks - The US military said it has targeted radar and drone sites in Iran - Iran's paramilitary Islamic Revolutionary Guard Corps says it has struck a US base in retaliation for the US...
US and Iran send mixed messages about plans to pursue a ceasefire agreement. Follow live.
Mixed messaging from Iran and US on ceasefire deal Published June 1, 2026last updated June 1, 2026What you need to know - Iran is halting indirect talks with the US over Israel's widening assault on Lebanon, Iranian state media reported - President Donald Trump initially said he "couldn't care less" but then said on social media that talks were continuing - Trump also said Israel and Hezbollah agreed to stop attacking each other in Lebanon without explaining further - Israeli military...
100 days on: Why is Ali Khamenei still unburied?
Iran's longest-serving supreme leader of Iran Ayotallah Ali Khamenei has still not been buried, even after 100 days since his death in a joint US-Israel strike on Iran. The delay that has triggered questions inside and outside the country, while his son Mojtaba took over the position. While several senior military commanders and officials killed in the same conflict have already been laid to rest, Iranian authorities are yet to hold the funeral they have repeatedly promised for the man who...
Iran halts talks with US complicating peace efforts, Tasnim says
Iran halts talks with US complicating peace efforts — report Published June 1, 2026last updated June 1, 2026What you need to know - Iran is halting indirect talks with the US to protest Israel's expanding military offensive in Lebanon, Tasnim news agency reports - Israeli military ordered residents of Beirut's southern suburb of Dahieh to evacuate Monday - Israeli troops captured a strategic castle in Lebanon in the deepest incursion in the country in more than a quarter-century - Hezbollah...
US and Iran trade strikes as diplomatic efforts continue
US and Iran trade strikes as diplomatic efforts continue Published June 1, 2026last updated June 1, 2026What you need to know - Iran has attacked a US air base in Kuwait - The attack came after US military bombed sites in southern Iran over the weekend - The US attack came after Tehran shot down an American drone over the weekend - Israeli Prime Minister Benjamin Netanyahu said he ordered the military to strike Beirut's southern suburbs This is a roundup of the developments in Iran and the...