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Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

2 subtasks in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 644 papers with code (1,982 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.

• Bidirectional Attention Flow for Machine Comprehension
  5 Nov 2016 27 repositories listed Syntology ran 8 of 11 samples · 3 unverified · 7 pointer-only (licence)
  Machine comprehension (MC), answering a query about a given context paragraph, requires modeling complex interactions between the context and the query.
• DD-PPO: Learning Near-Perfect PointGoal Navigators from 2.5 Billion Frames
  1 Nov 2019 8 repositories listed
  We leverage this scaling to train an agent for 2.
• Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks
  29 Mar 2018 8 repositories listed Syntology ran 4 of 10 samples · 6 unverified · 4 pointer-only (licence)
  Understanding human motion behavior is critical for autonomous moving platforms (like self-driving cars and social robots) if they are to navigate human-centric environments.
• Go for a Walk and Arrive at the Answer: Reasoning Over Paths in Knowledge Bases using Reinforcement Learning
  15 Nov 2017 8 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  Knowledge bases (KB), both automatically and manually constructed, are often incomplete --- many valid facts can be inferred from the KB by synthesizing existing information.
• Crowd-Robot Interaction: Crowd-aware Robot Navigation with Attention-based Deep Reinforcement Learning
  24 Sep 2018 7 repositories listed Syntology ran 6 of 6 samples · 0 unverified
  We propose to (i) rethink pairwise interactions with a self-attention mechanism, and (ii) jointly model Human-Robot as well as Human-Human interactions in the deep reinforcement learning framework.
• ViZDoom Competitions: Playing Doom from Pixels
  10 Sep 2018 7 repositories listed Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
  The results of the competition lead to the conclusion that, although reinforcement learning can produce capable Doom bots, they still are not yet able to successfully compete against humans in this game.
• DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better
  10 Aug 2019 6 repositories listed
  We present a new end-to-end generative adversarial network (GAN) for single image motion deblurring, named DeblurGAN-v2, which considerably boosts state-of-the-art deblurring efficiency, quality, and flexibility.
• Motion Planning Among Dynamic, Decision-Making Agents with Deep Reinforcement Learning
  4 May 2018 6 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  This work extends our previous approach to develop an algorithm that learns collision avoidance among a variety of types of dynamic agents without assuming they follow any particular behavior rules.
• Towards mental time travel: a hierarchical memory for reinforcement learning agents
  28 May 2021 5 repositories listed Syntology ran 3 of 6 samples · 3 unverified
  Agents with common memory architectures struggle to recall and integrate across multiple timesteps of a past event, or even to recall the details of a single timestep that is followed by distractor tasks.
• Why Not Use Your Textbook? Knowledge-Enhanced Procedure Planning of Instructional Videos
  5 Mar 2024 4 repositories listed Syntology ran 3 of 5 samples · 2 unverified · 5 pointer-only (licence)
  This knowledge, sourced from training procedure plans and structured as a directed weighted graph, equips the agent to better navigate the complexities of step sequencing and its potential variations.
• WizMap: Scalable Interactive Visualization for Exploring Large Machine Learning Embeddings
  15 Jun 2023 4 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  Machine learning models often learn latent embedding representations that capture the domain semantics of their training data.
• Melting Pot 2.0
  24 Nov 2022 4 repositories listed
  Melting Pot is a research tool developed to facilitate work on multi-agent artificial intelligence, and provides an evaluation protocol that measures generalization to novel social partners in a set of canonical test…
• Goal Misgeneralization in Deep Reinforcement Learning
  28 May 2021 4 repositories listed Syntology ran 2 of 13 samples · 11 unverified · 1 pointer-only (licence)
  We study goal misgeneralization, a type of out-of-distribution generalization failure in reinforcement learning (RL).
• Meta-Learning through Hebbian Plasticity in Random Networks
  6 Jul 2020 4 repositories listed
  We find that starting from completely random weights, the discovered Hebbian rules enable an agent to navigate a dynamical 2D-pixel environment; likewise they allow a simulated 3D quadrupedal robot to learn how to walk…
• Learning to Navigate in Cities Without a Map
  31 Mar 2018 4 repositories listed
  We present an interactive navigation environment that uses Google StreetView for its photographic content and worldwide coverage, and demonstrate that our learning method allows agents to learn to navigate multiple…
• Embodied Question Answering
  30 Nov 2017 4 repositories listed
  We present a new AI task -- Embodied Question Answering (EmbodiedQA) -- where an agent is spawned at a random location in a 3D environment and asked a question ("What color is the car?").
• WebThinker: Empowering Large Reasoning Models with Deep Research Capability
  30 Apr 2025 3 repositories listed Syntology ran 4 of 4 samples · 0 unverified
  Large reasoning models (LRMs), such as OpenAI-o1 and DeepSeek-R1, demonstrate impressive long-horizon reasoning capabilities.
• Patch n' Pack: NaViT, a Vision Transformer for any Aspect Ratio and Resolution
  12 Jul 2023 3 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 2 pointer-only (licence)
  The ubiquitous and demonstrably suboptimal choice of resizing images to a fixed resolution before processing them with computer vision models has not yet been successfully challenged.
• RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark
  29 Jun 2023 3 repositories listed Syntology ran 0 of 16 samples · 16 unverified · 3 pointer-only (licence)
  To fill this gap, we introduce RL4CO, a unified and extensive benchmark with in-depth library coverage of 23 state-of-the-art methods and more than 20 CO problems.
• WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents
  4 Jul 2022 3 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Existing benchmarks for grounding language in interactive environments either lack real-world linguistic elements, or prove difficult to scale up due to substantial human involvement in the collection of data or…
• VectorMapNet: End-to-end Vectorized HD Map Learning
  17 Jun 2022 3 repositories listed
  To the best of our knowledge, VectorMapNet is the first work designed towards end-to-end vectorized map learning from onboard observations.
• Scaling Language Models: Methods, Analysis & Insights from Training Gopher
  8 Dec 2021 3 repositories listed
  Language modelling provides a step towards intelligent communication systems by harnessing large repositories of written human knowledge to better predict and understand the world.
• TPH-YOLOv5: Improved YOLOv5 Based on Transformer Prediction Head for Object Detection on Drone-captured Scenarios
  26 Aug 2021 3 repositories listed
  Object detection on drone-captured scenarios is a recent popular task.
• Extracting a Knowledge Base of Mechanisms from COVID-19 Papers
  8 Oct 2020 3 repositories listed
  The COVID-19 pandemic has spawned a diverse body of scientific literature that is challenging to navigate, stimulating interest in automated tools to help find useful knowledge.
• AutoTrans: Automating Transformer Design via Reinforced Architecture Search
  4 Sep 2020 3 repositories listed
  Though the transformer architectures have shown dominance in many natural language understanding tasks, there are still unsolved issues for the training of transformer models, especially the need for a principled way of…
• HOLMES: Health OnLine Model Ensemble Serving for Deep Learning Models in Intensive Care Units
  10 Aug 2020 3 repositories listed
  HOLMES is tested on risk prediction task on pediatric cardio ICU data with above 95% prediction accuracy and sub-second latency on 64-bed simulation.
• AVP-SLAM: Semantic Visual Mapping and Localization for Autonomous Vehicles in the Parking Lot
  3 Jul 2020 3 repositories listed
  In this paper, we exploit robust semantic features to build the map and localize vehicles in parking lots.
• Deep Reinforcement learning for real autonomous mobile robot navigation in indoor environments
  28 May 2020 3 repositories listed
  In this paper we present our proof of concept for autonomous self-learning robot navigation in an unknown environment for a real robot without a map or planner.
• Jelly Bean World: A Testbed for Never-Ending Learning
  15 Feb 2020 3 repositories listed Syntology ran 0 of 2 samples · 2 unverified
  Never-ending learning is a machine learning paradigm that aims to bridge this gap, with the goal of encouraging researchers to design machine learning systems that can learn to perform a wider variety of inter-related…
• Virtual-to-real Deep Reinforcement Learning: Continuous Control of Mobile Robots for Mapless Navigation
  1 Mar 2017 3 repositories listed
  We present a learning-based mapless motion planner by taking the sparse 10-dimensional range findings and the target position with respect to the mobile robot coordinate frame as input and the continuous steering…

Syntology lines on 15 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.