4k

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

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Most implemented papers archive 2025-07-28

30 shown of 178 papers with code (367 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.

• CodeSearchNet Challenge: Evaluating the State of Semantic Code Search
  20 Sep 2019 14 repositories listed Syntology ran 8 of 17 samples · 9 unverified
  To enable evaluation of progress on code search, we are releasing the CodeSearchNet Corpus and are presenting the CodeSearchNet Challenge, which consists of 99 natural language queries with about 4k expert relevance…
• FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness
  27 May 2022 13 repositories listed Syntology ran 9 of 30 samples · 21 unverified · 1 pointer-only (licence)
  We also extend FlashAttention to block-sparse attention, yielding an approximate attention algorithm that is faster than any existing approximate attention method.
• VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training
  23 Mar 2022 9 repositories listed Syntology ran 9 of 13 samples · 4 unverified · 12 pointer-only (licence)
  Pre-training video transformers on extra large-scale datasets is generally required to achieve premier performance on relatively small datasets.
• Matryoshka Representation Learning
  26 May 2022 5 repositories listed Syntology ran 2 of 3 samples · 1 unverified
  The flexibility within the learned Matryoshka Representations offer: (a) up to 14x smaller embedding size for ImageNet-1K classification at the same level of accuracy; (b) up to 14x real-world speed-ups for large-scale…
• LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models
  21 Sep 2023 4 repositories listed Syntology ran 11 of 13 samples · 2 unverified
  For example, training on the context length of 8192 needs 16x computational costs in self-attention layers as that of 2048.
• HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution
  27 Jun 2023 4 repositories listed Syntology ran 17 of 28 samples · 11 unverified · 1 pointer-only (licence)
  Leveraging Hyena's new long-range capabilities, we present HyenaDNA, a genomic foundation model pretrained on the human reference genome with context lengths of up to 1 million tokens at the single nucleotide-level - an…
• NTIRE 2024 Challenge on Low Light Image Enhancement: Methods and Results
  22 Apr 2024 3 repositories listed
  This paper reviews the NTIRE 2024 low light image enhancement challenge, highlighting the proposed solutions and results.
• InternLM2 Technical Report
  26 Mar 2024 3 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  The evolution of Large Language Models (LLMs) like ChatGPT and GPT-4 has sparked discussions on the advent of Artificial General Intelligence (AGI).
• Collapsible Linear Blocks for Super-Efficient Super Resolution
  17 Mar 2021 3 repositories listed
  Our results highlight the challenges faced by super resolution on AI accelerators and demonstrate that SESR is significantly faster (e.
• SHOT-VAE: Semi-supervised Deep Generative Models With Label-aware ELBO Approximations
  21 Nov 2020 3 repositories listed
  Semi-supervised variational autoencoders (VAEs) have obtained strong results, but have also encountered the challenge that good ELBO values do not always imply accurate inference results.
• Joint Bilateral Learning for Real-time Universal Photorealistic Style Transfer
  23 Apr 2020 3 repositories listed Syntology ran 2 of 3 samples · 1 unverified
  Photorealistic style transfer is the task of transferring the artistic style of an image onto a content target, producing a result that is plausibly taken with a camera.
• UAVid: A Semantic Segmentation Dataset for UAV Imagery
  24 Oct 2018 3 repositories listed
  There already exist several semantic segmentation datasets for comparison among semantic segmentation methods in complex urban scenes, such as the Cityscapes and CamVid datasets, where the side views of the objects are…
• Better Computer Go Player with Neural Network and Long-term Prediction
  19 Nov 2015 3 repositories listed
  Against human players, the newest versions, darkfores2, achieve a stable 3d level on KGS Go Server as a ranked bot, a substantial improvement upon the estimated 4k-5k ranks for DCNN reported in Clark & Storkey (2015)…
• Scaling Vision Pre-Training to 4K Resolution
  25 Mar 2025 2 repositories listed Syntology ran 7 of 14 samples · 7 unverified
  We introduce PS3 that scales CLIP-style vision pre-training to 4K resolution with a near-constant cost.
• NeedleBench: Can LLMs Do Retrieval and Reasoning in Information-Dense Context?
  16 Jul 2024 2 repositories listed
  To address these limitations, we introduce NeedleBench, a synthetic framework for assessing retrieval and reasoning performance in bilingual long-context tasks with adaptive context lengths.
• Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling
  11 Jun 2024 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  When finetuned on 4K-length sequences, Samba efficiently extrapolates to a 256K context length with perfect memory recall on the Passkey Retrieval task, and exhibits superior retrieval extrapolation on the challenging…
• Make Your LLM Fully Utilize the Context
  25 Apr 2024 2 repositories listed Syntology ran 5 of 5 samples · 0 unverified
  While many contemporary large language models (LLMs) can process lengthy input, they still struggle to fully utilize information within the long context, known as the lost-in-the-middle challenge.
• Real-Time 4K Super-Resolution of Compressed AVIF Images. AIS 2024 Challenge Survey
  25 Apr 2024 2 repositories listed
  This paper introduces a novel benchmark as part of the AIS 2024 Real-Time Image Super-Resolution (RTSR) Challenge, which aims to upscale compressed images from 540p to 4K resolution (4x factor) in real-time on…
• InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD
  9 Apr 2024 2 repositories listed
  The Large Vision-Language Model (LVLM) field has seen significant advancements, yet its progression has been hindered by challenges in comprehending fine-grained visual content due to limited resolution.
• m&m's: A Benchmark to Evaluate Tool-Use for multi-step multi-modal Tasks
  17 Mar 2024 2 repositories listed Syntology ran 9 of 11 samples · 2 unverified · 11 pointer-only (licence)
  With m&m's, we evaluate 10 popular LLMs with 2 planning strategies (multi-step vs.
• PixArt-Σ: Weak-to-Strong Training of Diffusion Transformer for 4K Text-to-Image Generation
  7 Mar 2024 2 repositories listed Syntology ran 6 of 9 samples · 3 unverified · 2 pointer-only (licence)
  In this paper, we introduce PixArt-\Sigma, a Diffusion Transformer model~(DiT) capable of directly generating images at 4K resolution.
• 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).
• Towards Efficient SDRTV-to-HDRTV by Learning from Image Formation
  8 Sep 2023 2 repositories listed
  However, most resources are still in standard dynamic range (SDR).
• Towards Real-Time 4K Image Super-Resolution
  1 Jun 2023 2 repositories listed
  Over the past few years, high-definition videos and images in 720p (HD), 1080p (FHD), and 4K (UHD) resolution have become standard.
• BoW3D: Bag of Words for Real-Time Loop Closing in 3D LiDAR SLAM
  15 Aug 2022 2 repositories listed
  To address this limitation, we present a novel Bag of Words for real-time loop closing in 3D LiDAR SLAM, called BoW3D.
• Capturing and Inferring Dense Full-Body Human-Scene Contact
  20 Jun 2022 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  We capture a new dataset called RICH for "Real scenes, Interaction, Contact and Humans."
• BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System
  4 Mar 2022 2 repositories listed
  Commonly used EEG acquisition system's hardware and software are usually closed-source.
• One-Shot Affordance Detection
  28 Jun 2021 2 repositories listed
  To empower robots with this ability in unseen scenarios, we consider the challenging one-shot affordance detection problem in this paper, i.
• Best-Buddy GANs for Highly Detailed Image Super-Resolution
  29 Mar 2021 2 repositories listed
  We consider the single image super-resolution (SISR) problem, where a high-resolution (HR) image is generated based on a low-resolution (LR) input.
• Real-Time High-Resolution Background Matting
  14 Dec 2020 2 repositories listed
  We introduce a real-time, high-resolution background replacement technique which operates at 30fps in 4K resolution, and 60fps for HD on a modern GPU.

Syntology lines on 14 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.