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Extreme Points of the $(0,\delta)$-LDP Polytope with Small Input Size and Arbitrary Output Sizes

Announce Type: new Abstract: The structure of locally differentially private (LDP) mechanisms can be understood through the geometry of the corresponding privacy polytope. While the extreme points of the \( (\epsilon,0)\)-LDP polytope are well characterized (Kairouz \emph{et al.}, 2014; Holohan \emph{et al.}, 2017; Pensia \emph{et al.}, 2017), comparatively little is known for the \((\epsilon,\delta)\)-LDP polytope with \(\delta>0\). Recent work (Elangovan and Jog, 2024) has shown that even...

arXiv CS 1d ago

We are no longer part of INDIA bloc: DMK

DMK is no longer part of INDIA bloc, party spokesperson TKS Elangovan said on Thursday. He made the statement to ANI, hours after DMK headquarters issued a press statement saying the party would not participate in the alliance meeting to be held in Delhi on June 8. The decision came after Congress, a long-time DMK ally, severed its ties with the Dravidian party to join the TVK-led govt in Tamil Nadu.

Times of India 5d ago

'Rahul lacks consistency': Anti-Congress posters surface as INDIA bloc meets

Ahead of the INDIA bloc meeting scheduled in the national capital on Monday, posters targeting leader of opposition Rahul Gandhi surfaced at several roundabouts across New Delhi, spotlighting past criticisms of the Congress leader by some of his current allies. The posters featured remarks previously made by leaders including NCP (SCP) chief Sharad Pawar, TMC supremo Mamata Banerjee, DMK leader Udhayanidhi Stalin and AAP convenor Arvind Kejriwal against Rahul Gandhi and the Congress party....

Times of India 2d ago

Lignin to adipic acid in a high-yield chemical and biological redox process

Abstract Viable manufacturing pathways to produce bio-based chemicals from renewable feedstocks, such as lignin derived from plant biomass, are needed to decarbonize the chemicals manufacturing sector. Converting the recalcitrant lignin polymer to valuable bioproducts remains a longstanding challenge in biorefining, with the highest reported single-product yield from lignin currently around 20 wt% (refs. Most existing lignin depolymerization strategies target aryl–ether bond cleavage, which...

Nature 17h ago