activity
20212026
most citedMachine Learning Uncertainty as a Design Material: A Post-Phenomenological Inquiry

121 citations · 260 across the 10 of their papers we have counts for

collaborators

11 papers

cs.CL2026

CruxBench: A Benchmark of Information Discovery

Hui Dai, Lina Piao, Nick Merrill +3

Benchmarks for large language models (LLMs) typically evaluate the accuracy of answers against fixed reference labels. But a central step in many complex real-world tasks is identi…

cs.AI2026

ForecastBench-Sim: A Simulated-World Forecasting Benchmark

Jaeho Lee, Nick Merrill, Ezra Karger

Forecasting benchmarks for general-purpose AI systems usually inherit the constraints of the real world: outcomes resolve slowly, tail events are rare, and counterfactual questions…

cs.CR2026

Symmetry Defeats Auditing

Nick Merrill, Zeke Medley

We demonstrate an attack on Introspection Adapters (Shenoy et al., 2026).

cs.AI2026

Is Capability a Liability? More Capable Language Models Make Worse Forecasts When It Matters Most

Nick Merrill, Jaeho Lee, Ezra Karger

We document inverse scaling in LLMs on forecasting problems whose underlying time series exhibit superlinear growth and tail risk of regime change, a structure common in finance an…

cs.CR2024

The Medium is the Message: How Secure Messaging Apps Leak Sensitive Data to Push Notification Services

Nikita Samarin, Alex Sanchez, Trinity Chung +5

Like most modern software, secure messaging apps rely on third-party components to implement important app functionality. Although this practice reduces engineering costs, it also…

cs.HC2023★ 34 cited

The Entoptic Field Camera as Metaphor-Driven Research-through-Design with AI Technologies

Jesse Josua Benjamin, Heidi Biggs, Arne Berger +5

Artificial intelligence (AI) technologies are widely deployed in smartphone photography; and prompt-based image synthesis models have rapidly become commonplace. In this paper, we…

cs.CR2022

The Fungibility of Non-Fungible Tokens: A Quantitative Analysis of ERC-721 Metadata

Sarah Barrington, Nick Merrill

Non-Fungible Tokens (NFTs), digital certificates of ownership for virtual art, have until recently been traded on a highly lucrative and speculative market. Yet, an emergence of mi…

cs.CY2022★ 105 cited

Seeing Like a Toolkit: How Toolkits Envision the Work of AI Ethics

Richmond Y. Wong, Michael A. Madaio, Nick Merrill

Numerous toolkits have been developed to support ethical AI development. However, toolkits, like all tools, encode assumptions in their design about what work should be done and ho…

cs.NI2021

This internet, on the ground

Nick Merrill

The internet's key points of global control lie in the hands of a few people, primarily private organizations based in the United States. These control points, as they exist today,…

cs.NI2021

From Fragmentation to Liberation

Nick Merrill

In this paper, I argue that "Internet fragmentation" as a phenomenon is only meaningful in the context of the US's hegemonic control over the Internet. I propose a broader and, I a…

cs.HC2021★ 121 cited

Machine Learning Uncertainty as a Design Material: A Post-Phenomenological Inquiry

Jesse Josua Benjamin, Arne Berger, Nick Merrill +1

Design research is important for understanding and interrogating how emerging technologies shape human experience. However, design research with Machine Learning (ML) is relatively…