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Hsr-enhanced sparse attention acceleration
Large Language Models (LLMs) have demonstrated remarkable capabilities across various
applications, but their performance on long-context tasks is often limited by the …
applications, but their performance on long-context tasks is often limited by the …
Almost-linear time algorithms for incremental graphs: Cycle detection, sccs, st shortest path, and minimum-cost flow
We give the first almost-linear time algorithms for several problems in incremental graphs
including cycle detection, strongly connected component maintenance, st shortest path …
including cycle detection, strongly connected component maintenance, st shortest path …
On approximate fully-dynamic matching and online matrix-vector multiplication
YP Liu - 2024 IEEE 65th Annual Symposium on Foundations of …, 2024 - ieeexplore.ieee.org
We study connections between the problem of fully dynamic (1-ϵ)-approximate maximum
bipartite matching, and the dual (1+ϵ)-approximate vertex cover problem, with the online …
bipartite matching, and the dual (1+ϵ)-approximate vertex cover problem, with the online …
Almost-linear time algorithms for decremental graphs: Min-cost flow and more via duality
We give the first almost-linear total time algorithm for deciding if a flow of cost at most F still
exists in a directed graph, with edge costs and capacities, undergoing decremental updates …
exists in a directed graph, with edge costs and capacities, undergoing decremental updates …
[PDF][PDF] Near-optimal dynamic rounding of fractional matchings in bipartite graphs
We study dynamic (1− є)-approximate rounding of fractional matchings—a key ingredient in
numerous breakthroughs in the dynamic graph algorithms literature. Our first contribution is …
numerous breakthroughs in the dynamic graph algorithms literature. Our first contribution is …
Incremental approximate maximum flow on undirected graphs in subpolynomial update time
We provide an algorithm which, with high probability, maintains a (1—ɛ)-approximate
maximum flow on an undirected graph undergoing m-edge additions in amortized mo (1) ɛ …
maximum flow on an undirected graph undergoing m-edge additions in amortized mo (1) ɛ …
Dynamic maxflow via dynamic interior point methods
In this paper we provide an algorithm for maintaining a (1− є)-approximate maximum flow in
a dynamic, capacitated graph undergoing edge insertions. Over a sequence of m insertions …
a dynamic, capacitated graph undergoing edge insertions. Over a sequence of m insertions …
Entropy regularization and faster decremental matching in general graphs
We provide an algorithm that maintains, against an adaptive adversary, a (1—ε)-
approximate maximum matching in n-node m-edge general (not necessarily bipartite) …
approximate maximum matching in n-node m-edge general (not necessarily bipartite) …
Chasing positive bodies
We study the problem of chasing positive bodies in 1: given a sequence of bodies
K_t=\left{x^t∈R_+^n∣C^tx^t≧1,P^tx^t≦1\right\} revealed online, where C^t and P^t are …
K_t=\left{x^t∈R_+^n∣C^tx^t≧1,P^tx^t≦1\right\} revealed online, where C^t and P^t are …
Streaming Semidefinite Programs: Passes, Small Space and Fast Runtime
We study the problem of solving semidefinite programs (SDP) in the streaming model.
Specifically, $ m $ constraint matrices and a target matrix $ C $, all of size $ n\times n …
Specifically, $ m $ constraint matrices and a target matrix $ C $, all of size $ n\times n …