| **Auer, Peter** (Peter Auer) -- *An Improved On-line Algorithm for Learning Linear Evaluation Functions* - 2000 |

| **Auer, Peter** (Peter Auer and Philip M. Long) -- *Structural Results About On-line Learning Models With and Without Queries* - 1999 |

| **Auer, Peter** (Peter Auer, Mark Herbster and Manfred K. Warmuth) -- *Exponentially many local minima for single neurons* - 1996 |

| **Auer, Peter** (Peter Auer) -- *Using Upper Confidence Bounds for Online Learning* - 2000 |

| **Auer, Peter** (Peter Auer, Nicolò Cesa-Bianchi and Paul Fischer) -- *Finite-time Analysis of the Multiarmed Bandit Problem* - 2002 |

| **Auer, Peter** (Peter Auer, Philip M. Long and Aravind Srinivasan) -- *Approximating hyper-rectangles: Learning and pseudorandom sets* - 1998 |

| **Auer, Peter** (Peter Auer and Claudio Gentile) -- *Adaptive and Self-Confident On-Line Learning Algorithms* - 2000 |

| **Auer, Peter** (Peter Auer and Nicolò Cesa-Bianchi) -- *On-line learning with malicious noise and the closure algorithm* - 1998 |

| **Auer, Peter** (Peter Auer, Philip M. Long, W. Maass and Gerhard J. Woeginger) -- *On the complexity of function learning* - 1995 |

| **Auer, Peter** (Peter Auer, Nicolò Cesa-Bianchi, Yoav Freund and Robert E. Schapire) -- *Gambling in a rigged casino: the adversarial multi-armed bandit problem* - 1995 |

| **Auer, Peter** (Peter Auer) -- *Learning nested differences in the presence of malicious noise* - 1997 |

| **Auer, Peter** (Peter Auer, Robert C. Holte and Wolfgang Maass) -- *Theory and applications of agnostic PAC-learning with small decision trees* - 1995 |

| **Auer, Peter** (Peter Auer, Stephen Kwek, Wolfgang Maass and Manfred K. Warmuth) -- *Learning of depth two neural networks with constant fan-in at the hidden nodes* - 1996 |

| **Auer, Peter** (Peter Auer) -- *On learning from multi-instance examples: Empirical evaluation of a theoretical approach* - 1997 |

| **Auer, Peter** (Peter Auer and Manfred K. Warmuth) -- *Tracking the Best Disjunction* - 1998 |