output
20032025
most citedNatural Language Processing (almost) from Scratch

5.2k citations

447 papers

cs.CR2025

Psyzkaller: Learning from Historical and On-the-Fly Execution Data for Smarter Seed Generation in OS kernel Fuzzing

Boyu Liu, Yang Zhang, Liang Cheng +6

OS Kernel fuzzers such as Syzkaller often struggle to generate syscall sequences that respect intrinsic Syscall Dependency Relations (SDRs), resulting in seeds that either violate…

cs.LG2021★ 1 cited

AutoDrop: Training Deep Learning Models with Automatic Learning Rate Drop

Yunfei Teng, Jing Wang, Anna Choromanska

Modern deep learning (DL) architectures are trained using variants of the SGD algorithm that is run with a defined learning rate schedule, i.e., the learning ra…

cs.LG2021

Quantile Filtered Imitation Learning

David Brandfonbrener, William F. Whitney, Rajesh Ranganath +1

We introduce quantile filtered imitation learning (QFIL), a novel policy improvement operator designed for offline reinforcement learning. QFIL performs policy improvement by runni…

math.PR2021

On the Gaussian surface area of spectrahedra

Srinivasan Arunachalam, Oded Regev, Penghui Yao

We show that for sufficiently large and for some universal constant , a random spectrahedron with matrices drawn from Gaussian orthogonal ensemble has…

hep-ph2021★ 10 cited

Constraints on GeV Dark Matter interaction with baryons, from a novel Dewar experiment

Xingchen Xu, Glennys R. Farrar

Dark matter which scatters off ordinary matter with a relatively large cross section cannot be constrained by deep underground WIMP experiments, due to the energy loss of DM along…

cs.CV2021

A Dataset-Dispersion Perspective on Reconstruction Versus Recognition in Single-View 3D Reconstruction Networks

Yefan Zhou, Yiru Shen, Yujun Yan +2

Neural networks (NN) for single-view 3D reconstruction (SVR) have gained in popularity. Recent work points out that for SVR, most cutting-edge NNs have limited performance on recon…