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Andis Draguns

3 accepted papers

2025

REAL: Benchmarking Autonomous Agents on Deterministic Simulations of Real Websites

NeurIPS 2025poster

We introduce REAL, a benchmark and framework for multi-turn agent evaluations on deterministic simulations of real-world websites. REAL comprises high-fidelity, deterministic replicas of 11 widely-used websites across domains such as e-commerce, travel, communication, and professional networking. We…

Cited by 0SourceScholar
2024

Unelicitable Backdoors via Cryptographic Transformer Circuits

NeurIPS 2024poster

The rapid proliferation of open-source language models significantly increases the risks of downstream backdoor attacks. These backdoors can introduce dangerous behaviours during model deployment and can evade detection by conventional cybersecurity monitoring systems. In this paper, we introduce a…

Cited by 5SourcePDFScholar
2021

Residual Shuffle-Exchange Networks for Fast Processing of Long Sequences

AAAI 2021technical

Attention is a commonly used mechanism in sequence processing, but it is of O(n^2) complexity which prevents its application to long sequences. The recently introduced neural Shuffle-Exchange network offers a computation-efficient alternative, enabling the modelling of long-range dependencies in O(n…