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Computational Complexity of Statistical Inference Reunion
Program
Computational Complexity of Statistical Inference
Location
Calvin Lab auditorium
Date
Monday, Dec. 12
–
Wednesday, Dec. 14, 2022
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Schedule | Computational Complexity of Statistical Inference Reunion
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The Workshop
Schedule
All talks are listed in Pacific Time. Schedule subject to change.
Monday, Dec. 12, 2022
8:30
–
8:55 a.m.
Coffee and Check In
8:55
–
9 a.m.
Opening Remarks
9
–
9:45 a.m.
The Complexity of Learning Generative Models
Sitan Chen (UC Berkeley)
9:45
–
10 a.m.
Break
10
–
10:45 a.m.
A Simple and Sharper Proof of the Hypergraph Moore Bound
Jun-Ting Hsieh (Carnegie Mellon University)
10:45
–
11:15 a.m.
Break
11:15 a.m.
–
12 p.m.
Algorithmic Thresholds for Multi-Species Spin Glasses
Brice Huang (MIT)
12
–
2 p.m.
Lunch
2
–
2:45 p.m.
Statistical Efficiency of Score Matching: The View from Isoperimetry
Frederic Koehler (Stanford)
2:45
–
3:15 p.m.
Break
3:15
–
5 p.m.
Visioning Session
5
–
6 p.m.
Light Reception
Tuesday, Dec. 13, 2022
8:30
–
9 a.m.
Coffee and Check In
9
–
9:45 a.m.
Is It Easier to Count Communities Than Find Them?
Fiona Skerman (Uppsala University, Sweden)
9:45
–
10 a.m.
Break
10
–
10:45 a.m.
Optimality of AMP Among Low-Degree Polynomials
Alex Wein (UC Davis)
10:45
–
11:15 a.m.
Break
11:15 a.m.
–
12 p.m.
Nearly Optimal Algorithms for Semirandom Planted Clique
Pravesh Kothari (Carnegie Mellon University)
12
–
2 p.m.
Lunch
2
–
2:45 p.m.
Algorithmic Decorrelation and Planted Clique in Dependent Random Graphs
Chenghao Guo (MIT)
2:45
–
3:15 p.m.
Break
3:15
–
4 p.m.
Sudakov-Fernique Post-amp, and a New Proof of the Local Convexity of the Tap Free Energy
Michael Celentano (UC Berkeley)
4:15
–
5 p.m.
Differential Privacy Versus Robustness: Black-Box Reductions and Efficient Algorithms
Sam Hopkins (MIT)
Wednesday, Dec. 14, 2022
8:30
–
9 a.m.
Break
9
–
9:45 a.m.
Statistical-computational Tradeoffs in Tensor Learning
Anru Zhang (Duke University)
9:45
–
10 a.m.
Break
10
–
10:45 a.m.
Polynomial-Time Power-Sum Decomposition of Polynomials
Jeff Xu (CMU)
10:45
–
11:15 a.m.
Break
11:15 a.m.
–
12 p.m.
Nearly Solving Intractable Problems via Mean-Field Convergence: Two Examples
Dheeraj Nagaraj (Google Research)
12
–
2 p.m.
Lunch
2
–
2:45 p.m.
Quantum Algorithms with Shallow Depth Probabilistic Properties and Algorithmic Barriers.
David Gamarnik (MIT)
2:45
–
5 p.m.
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