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Theory

4,950 papers

Papers per year

Papers

On Path Integration of Grid Cells: Group Representation and Isotropic Scaling NIPS 2021
Scalars are universal: Equivariant machine learning, structured like classical physics NIPS 2021
Deep Networks Provably Classify Data on Curves NIPS 2021
Implicit Bias of SGD for Diagonal Linear Networks: a Provable Benefit of Stochasticity NIPS 2021
Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks NIPS 2021
Bridging the Gap Between Practice and PAC-Bayes Theory in Few-Shot Meta-Learning NIPS 2021
On the Cryptographic Hardness of Learning Single Periodic Neurons NIPS 2021
A Geometric Analysis of Neural Collapse with Unconstrained Features NIPS 2021
Near-Optimal Lower Bounds For Convex Optimization For All Orders of Smoothness NIPS 2021
Tight High Probability Bounds for Linear Stochastic Approximation with Fixed Stepsize NIPS 2021
Validating the Lottery Ticket Hypothesis with Inertial Manifold Theory NIPS 2021
Are My Deep Learning Systems Fair? An Empirical Study of Fixed-Seed Training NIPS 2021
Efficient Certification of Spatial Robustness AAAI 2021
Scalable Verification of Quantized Neural Networks AAAI 2021
Dependency Stochastic Boolean Satisfiability: A Logical Formalism for NEXPTIME Decision Problems with Uncertainty AAAI 2021
Satisfiability and Algorithms for Non-uniform Random k-SAT AAAI 2021
Neural-Symbolic Integration: A Compositional Perspective AAAI 2021
A Few Queries Go a Long Way: Information-Distortion Tradeoffs in Matching AAAI 2021
On the Complexity of Finding Justifications for Collective Decisions AAAI 2021
Reaching Individually Stable Coalition Structures in Hedonic Games AAAI 2021
Margin of Victory in Tournaments: Structural and Experimental Results AAAI 2021
Persuading Voters in District-based Elections AAAI 2021
Computational Analyses of the Electoral College: Campaigning Is Hard But Approximately Manageable AAAI 2021
PoA of Simple Auctions with Interdependent Values AAAI 2021
Condorcet Relaxation In Spatial Voting AAAI 2021