2k

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

No dataset record in the archive lists this task.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 126 papers with code (288 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.

• Video-to-Video Synthesis
  20 Aug 2018 10 repositories listed
  We study the problem of video-to-video synthesis, whose goal is to learn a mapping function from an input source video (e.
• Hyena Hierarchy: Towards Larger Convolutional Language Models
  21 Feb 2023 7 repositories listed Syntology ran 5 of 5 samples · 0 unverified · 4 pointer-only (licence)
  Recent advances in deep learning have relied heavily on the use of large Transformers due to their ability to learn at scale.
• Gated Linear Attention Transformers with Hardware-Efficient Training
  11 Dec 2023 6 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  When used as a replacement for the standard attention layer in Transformers, the resulting gated linear attention (GLA) Transformer is found to perform competitively against the LLaMA-architecture Transformer (Touvron…
• Contextual Residual Aggregation for Ultra High-Resolution Image Inpainting
  19 May 2020 6 repositories listed Syntology ran 2 of 9 samples · 7 unverified
  Since convolutional layers of the neural network only need to operate on low-resolution inputs and outputs, the cost of memory and computing power is thus well suppressed.
• Towards Ghost-free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GAN
  20 Nov 2019 5 repositories listed
  With the help of novel masks or scenes, we enhance the current datasets using synthesized shadow images.
• ClassSR: A General Framework to Accelerate Super-Resolution Networks by Data Characteristic
  6 Mar 2021 3 repositories listed Syntology ran 7 of 9 samples · 2 unverified · 9 pointer-only (licence)
  On this basis, we propose a new solution pipeline -- ClassSR that combines classification and SR in a unified framework.
• The Argument Reasoning Comprehension Task: Identification and Reconstruction of Implicit Warrants
  4 Aug 2017 3 repositories listed
  On this basis, we present a new challenging task, the argument reasoning comprehension task.
• Lighting Every Darkness with 3DGS: Fast Training and Real-Time Rendering for HDR View Synthesis
  10 Jun 2024 2 repositories listed
  Volumetric rendering based methods, like NeRF, excel in HDR view synthesis from RAWimages, especially for nighttime scenes.
• CLAY: A Controllable Large-scale Generative Model for Creating High-quality 3D Assets
  30 May 2024 2 repositories listed Syntology ran 3 of 8 samples · 5 unverified
  To narrow this disparity, we introduce CLAY, a 3D geometry and material generator designed to effortlessly transform human imagination into intricate 3D digital structures.
• Long-context LLMs Struggle with Long In-context Learning
  2 Apr 2024 2 repositories listed Syntology ran 7 of 7 samples · 0 unverified
  We introduce a benchmark (LongICLBench) for long in-context learning in extreme-label classification using six datasets with 28 to 174 classes and input lengths from 2K to 50K tokens.
• PoSE: Efficient Context Window Extension of LLMs via Positional Skip-wise Training
  19 Sep 2023 2 repositories listed Syntology ran 4 of 4 samples · 0 unverified
  To decouple train length from target length for efficient context window extension, we propose Positional Skip-wisE (PoSE) training that smartly simulates long inputs using a fixed context window.
• Double Domain Guided Real-Time Low-Light Image Enhancement for Ultra-High-Definition Transportation Surveillance
  15 Sep 2023 2 repositories listed
  Real-time transportation surveillance is an essential part of the intelligent transportation system (ITS).
• CREATOR: Tool Creation for Disentangling Abstract and Concrete Reasoning of Large Language Models
  23 May 2023 2 repositories listed
  Additionally, we introduce the Creation Challenge dataset, featuring 2K diverse questions, to emphasize the necessity and benefits of LLMs' tool creation ability.
• MESH2IR: Neural Acoustic Impulse Response Generator for Complex 3D Scenes
  18 May 2022 2 repositories listed Syntology ran 6 of 6 samples · 0 unverified · 6 pointer-only (licence)
  We show that the acoustic metrics of the IRs predicted from our MESH2IR match the ground truth with less than 10% error.
• OpenFWI: Large-Scale Multi-Structural Benchmark Datasets for Seismic Full Waveform Inversion
  4 Nov 2021 2 repositories listed Syntology ran 4 of 11 samples · 7 unverified
  The recent success of data-driven FWI methods results in a rapidly increasing demand for open datasets to serve the geophysics community.
• Transformers Generalize DeepSets and Can be Extended to Graphs and Hypergraphs
  27 Oct 2021 2 repositories listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  We present a generalization of Transformers to any-order permutation invariant data (sets, graphs, and hypergraphs).
• Towards More Flexible and Accurate Object Tracking with Natural Language: Algorithms and Benchmark
  31 Mar 2021 2 repositories listed
  We believe this benchmark will greatly boost related researches on natural language guided tracking.
• Vision-and-Dialog Navigation
  10 Jul 2019 2 repositories listed
  To train agents that search an environment for a goal location, we define the Navigation from Dialog History task.
• Hierarchical Losses and New Resources for Fine-grained Entity Typing and Linking
  13 Jul 2018 2 repositories listed
  Extraction from raw text to a knowledge base of entities and fine-grained types is often cast as prediction into a flat set of entity and type labels, neglecting the rich hierarchies over types and entities contained in…
• A Fast and Scalable Joint Estimator for Integrating Additional Knowledge in Learning Multiple Related Sparse Gaussian Graphical Models
  1 Jun 2018 2 repositories listed
  We consider the problem of including additional knowledge in estimating sparse Gaussian graphical models (sGGMs) from aggregated samples, arising often in bioinformatics and neuroimaging applications.
• Deep Learning based Large Scale Visual Recommendation and Search for E-Commerce
  7 Mar 2017 2 repositories listed
  In this paper, we present a unified end-to-end approach to build a large scale Visual Search and Recommendation system for e-commerce.
• MGVQ: Could VQ-VAE Beat VAE? A Generalizable Tokenizer with Multi-group Quantization
  14 Jul 2025 1 repository listed
  MGVQ achieves the state-of-the-art performance on both ImageNet and 8 zero-shot benchmarks across all VQ-VAEs.
• MGVQ: Could VQ-VAE Beat VAE? A Generalizable Tokenizer with Multi-group Quantization
  10 Jul 2025 1 repository listed
  Vector Quantized Variational Autoencoders (VQ-VAEs) are fundamental models that compress continuous visual data into discrete tokens.
• Segment Policy Optimization: Effective Segment-Level Credit Assignment in RL for Large Language Models
  29 May 2025 1 repository listed Syntology ran 7 of 9 samples · 2 unverified
  To address these limitations, we propose Segment Policy Optimization (SPO), a novel RL framework that leverages segment-level advantage estimation at an intermediate granularity, achieving a better balance by offering…
• MMP-2K: A Benchmark Multi-Labeled Macro Photography Image Quality Assessment Database
  25 May 2025 1 repository listed
  Macro photography (MP) is a specialized field of photography that captures objects at an extremely close range, revealing tiny details.
• Twin-2K-500: A dataset for building digital twins of over 2,000 people based on their answers to over 500 questions
  23 May 2025 1 repository listed Syntology ran 0 of 16 samples · 16 unverified
  LLM-based digital twin simulation, where large language models are used to emulate individual human behavior, holds great promise for research in AI, social science, and digital experimentation.
• ViMRHP: A Vietnamese Benchmark Dataset for Multimodal Review Helpfulness Prediction via Human-AI Collaborative Annotation
  12 May 2025 1 repository listed
  To optimize the annotation process, we leverage AI to assist annotators in constructing the ViMRHP dataset.
• Calibrating Translation Decoding with Quality Estimation on LLMs
  26 Apr 2025 1 repository listed
  Neural machine translation (NMT) systems typically employ maximum a posteriori (MAP) decoding to select the highest-scoring translation from the distribution mass.
• FlashDepth: Real-time Streaming Video Depth Estimation at 2K Resolution
  9 Apr 2025 1 repository listed
  A versatile video depth estimation model should (1) be accurate and consistent across frames, (2) produce high-resolution depth maps, and (3) support real-time streaming.
• TextCrafter: Accurately Rendering Multiple Texts in Complex Visual Scenes
  30 Mar 2025 1 repository listed
  This paper explores the task of Complex Visual Text Generation (CVTG), which centers on generating intricate textual content distributed across diverse regions within visual images.

Syntology lines on 12 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.