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Ankit Garg

2 accepted papers

2026

Incorporating Token Importance in Multi-Vector Retrieval

AAAI 2026technical

ColBERT introduced a late interaction mechanism that independently encodes queries and documents using BERT, and computes similarity via fine-grained interactions over token-level vector representations. This design enables expressive matching while allowing efficient computation of scores, as the m

Cited by 0SourcePDFScholar
2021

Near-Optimal Lower Bounds For Convex Optimization For All Orders of Smoothness

NeurIPS 2021spotlight

We study the complexity of optimizing highly smooth convex functions. For a positive integer $p$, we want to find an $\epsilon$-approximate minimum of a convex function $f$, given oracle access to the function and its first $p$ derivatives, assuming that the $p$th derivative of $f$ is Lipschitz. R…

Cited by 18SourcePDFScholar