27 citations · 95 across the 61 of their papers we have counts for
11 papers · 1 filter
CycliST: A Video Language Model Benchmark for Reasoning on Cyclical State Transitions
Simon Kohaut, Daniel Ochs, Shun Zhang +4
We present CycliST, a novel benchmark dataset designed to evaluate Video Language Models (VLM) on their ability for textual reasoning over cyclical state transitions. CycliST captu…
Synthesizing Visual Concepts as Vision-Language Programs
Antonia Wüst, Wolfgang Stammer, Hikaru Shindo +3
Vision-Language models (VLMs) achieve strong performance on multimodal tasks but often fail at systematic visual reasoning tasks, leading to inconsistent or illogical outputs. Neur…
QuAnTS: Question Answering on Time Series
Felix Divo, Maurice Kraus, Anh Q. Nguyen +5
Text offers intuitive access to information. This can, in particular, complement the density of numerical time series, thereby enabling improved interactions with time series model…
KnowRL: Teaching Language Models to Know What They Know
Sahil Kale, Devendra Singh Dhami
Truly reliable AI requires more than simply scaling up knowledge; it demands the ability to know what it knows and when it does not. Yet recent research shows that even the best LL…
Causal Abstractions, Categorically Unified
Markus Englberger, Devendra Singh Dhami
We present a categorical framework for relating causal models that represent the same system at different levels of abstraction. We define a causal abstraction as natural transform…
The Constitutional Controller: Doubt-Calibrated Steering of Compliant Agents
Simon Kohaut, Felix Divo, Navid Hamid +4
Ensuring reliable and rule-compliant behavior of autonomous agents in uncertain environments remains a fundamental challenge in modern robotics. Our work shows how neuro-symbolic s…