One-Day Workshop on Mathematical Theory of Neural Networks Organizers: Pascal Koiran (DIMACS) and Eduardo Sontag (Math Dept, Rutgers) Rutgers University, Piscataway, 8 July 1994 This one-day workshop will focus on theoretical results regarding neural networks. There will be 5 invited talks. The style will be informal, with discussions expected during and between talks. Attendance is free of charge, but we request that those interested in attending let their intention be known * immediately* to: toci@dimacs.rutgers.edu (Pat Toci) The workshop will be held in the RUTCOR conference room on Busch campus in Piscataway. The one-floor RUTCOR building is next to the Sonny Werblin Recreation Center and accross the parking lots from the CORE building. Piscataway is very close to New Brunswick, where the COLT and ML conferences will be held from July 10 to July 15. The campus is easily accessible from downtown New Brunswick by car or by bus. This workshop is sponsored by DIMACS. ***** Tentative Schedule ***** 09:00 Neural nets with superlinear VC-dimension (W.Maass, TU Graz) 10:10 Some combinatorial and topological properties of perceptron networks (L.Gurvits, Siemens) 11:20 Classification in Euclidean space with two layered neural nets (E.Mayoraz, RUTCOR) 12:30 Lunch 13:30 Statistical mechanics of learning from examples (S.Seung, AT&TBell Labs) 14:40 Representational questions for neural networks (R.Williamson, Canberra) 15:50 open discussion and impromptu short presentations For questions and additional information, please contact: koiran@dimacs.rutgers.edu