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Niklas Metzger

CISPA Helmholtz Center for Information Security

16 papers hereh-index 7142 citations19 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2
  • middle author9
  • last author5

Across the 16 of 16 papers where every author was matched, so the position is known.

fields
  • cs.LO11
  • cs.LG2
  • cs.FL1
  • cs.HC1
  • cs.SE1
affiliations
  • CISPA Helmholtz Center for Information Security
HomepageORCID 0000-0003-3184-6335

identity via Semantic Scholar / OpenAlex

activity
20202026
most citedFormal Specifications from Natural Language

13 citations · 22 across the 16 of their papers we have counts for

collaborators
Showing 2022Show all

4 papers · 1 filter

cs.LO2022★ 1 cited

Explaining Hyperproperty Violations

Norine Coenen, Raimund Dachselt, Bernd Finkbeiner +5

Hyperproperties relate multiple computation traces to each other. Model checkers for hyperproperties thus return, in case a system model violates the specification, a set of traces…

cs.SE2022★ 13 cited

Formal Specifications from Natural Language

Christopher Hahn, Frederik Schmitt, Julia J. Tillman +3

We study the generalization abilities of language models when translating natural language into formal specifications with complex semantics. In particular, we fine-tune language m…

cs.LG2022

Attention Flows for General Transformers

Niklas Metzger, Christopher Hahn, Julian Siber +2

In this paper, we study the computation of how much an input token in a Transformer model influences its prediction. We formalize a method to construct a flow network out of the at…

cs.LO2022★ 1 cited

Information Flow Guided Synthesis (Full Version)

Bernd Finkbeiner, Niklas Metzger, Yoram Moses

Compositional synthesis relies on the discovery of assumptions, i.e., restrictions on the behavior of the remainder of the system that allow a component to realize its specificatio…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.