Ingenuity

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

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Most implemented papers archive 2025-07-28

16 shown of 16 papers with code (46 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Universal and Transferable Adversarial Attacks on Aligned Language Models
  27 Jul 2023 25 repositories listed Syntology ran 33 of 61 samples · 28 unverified · 4 pointer-only (licence)
  Specifically, our approach finds a suffix that, when attached to a wide range of queries for an LLM to produce objectionable content, aims to maximize the probability that the model produces an affirmative response…
• Communication Algorithms via Deep Learning
  23 May 2018 3 repositories listed
  We show that creatively designed and trained RNN architectures can decode well known sequential codes such as the convolutional and turbo codes with close to optimal performance on the additive white Gaussian noise…
• Can Language Models Falsify? Evaluating Algorithmic Reasoning with Counterexample Creation
  26 Feb 2025 1 repository listed
  There is growing excitement about the potential of Language Models (LMs) to accelerate scientific discovery.
• Beyond checkmate: exploring the creative chokepoints in AI text
  31 Jan 2025 1 repository listed
  Large Language Models (LLMs) have revolutionized Natural Language Processing (NLP) and Artificial Intelligence (AI), unlocking unprecedented capabilities.
• Automating the Search for Artificial Life with Foundation Models
  23 Dec 2024 1 repository listed
  With the recent Nobel Prize awarded for radical advances in protein discovery, foundation models (FMs) for exploring large combinatorial spaces promise to revolutionize many scientific fields.
• Opening the Black Box of 3D Reconstruction Error Analysis with VECTOR
  7 Aug 2024 1 repository listed
  We report on how this tool was used to debug and improve terrain reconstruction for the Mars 2020 mission.
• Maximum Entropy Reinforcement Learning via Energy-Based Normalizing Flow
  22 May 2024 1 repository listed
  This framework integrates the policy evaluation steps and the policy improvement steps, resulting in a single objective training process.
• DeepPolar: Inventing Nonlinear Large-Kernel Polar Codes via Deep Learning
  14 Feb 2024 1 repository listed
  Progress in designing channel codes has been driven by human ingenuity and, fittingly, has been sporadic.
• Math Word Problem Solving by Generating Linguistic Variants of Problem Statements
  24 Jun 2023 1 repository listed
  In order to ameliorate this issue, in this paper, we propose a framework for MWP solvers based on the generation of linguistic variants of the problem text.
• MaRF: Representing Mars as Neural Radiance Fields
  3 Dec 2022 1 repository listed
  The aim of this work is to introduce MaRF, a novel framework able to synthesize the Martian environment using several collections of images from rover cameras.
• Discovered Policy Optimisation
  11 Oct 2022 1 repository listed
  We refer to the immediate result as Learnt Policy Optimisation (LPO).
• Mars Rover Localization Based on A2G Obstacle Distribution Pattern Matching
  7 Oct 2022 1 repository listed
  Rover localization is one of the perquisites for large scale rover exploration.
• Pretrained Language Models are Symbolic Mathematics Solvers too!
  7 Oct 2021 1 repository listed Syntology ran 3 of 14 samples · 11 unverified
  In this paper, we present a sample efficient way of solving the symbolic tasks by first pretraining the transformer model with language translation and then fine-tuning the pretrained transformer model to solve the…
• Automatic Discovery and Description of Human Planning Strategies
  29 Sep 2021 1 repository listed
  Our method utilizes a new algorithm, called Human-Interpret, that performs imitation learning to describe sequences of planning operations in terms of a procedural formula and then translates that formula to natural…
• Towards Robust Monocular Visual Odometry for Flying Robots on Planetary Missions
  12 Sep 2021 1 repository listed
  In contrast to most other approaches, our framework can also handle rotation-only motions that are particularly challenging for monocular odometry systems.
• A free web service for fast COVID-19 classification of chest X-Ray images
  27 Aug 2020 1 repository listed
  This work provides a fast detection system of COVID-19 characteristics in X-Ray images based on deep learning (DL) techniques.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.