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TRENDING RESEARCH

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DIFFBIR: TOWARDS BLIND IMAGE RESTORATION WITH GENERATIVE DIFFUSION PRIOR

xpixelgroup/diffbir • • 29 Aug 2023

We present DiffBIR, which leverages pretrained text-to-image diffusion models
for blind image restoration problem.

 Ranked #1 on Blind Face Restoration on LFW

Blind Face Restoration Denoising +2

1,033
4.95 stars / hour
Paper
Code



COMMUNICATIVE AGENTS FOR SOFTWARE DEVELOPMENT

openbmb/chatdev • 16 Jul 2023

At the core of this paradigm lies ChatDev, a virtual chat-powered software
development company that mirrors the established waterfall model, meticulously
dividing the development process into four distinct chronological stages:
designing, coding, testing, and documenting.



Decision Making

4,208
2.74 stars / hour
Paper
Code



DEMONSTRATE-SEARCH-PREDICT: COMPOSING RETRIEVAL AND LANGUAGE MODELS FOR
KNOWLEDGE-INTENSIVE NLP

stanfordnlp/dsp • • 28 Dec 2022

Retrieval-augmented in-context learning has emerged as a powerful approach for
addressing knowledge-intensive tasks using frozen language models (LM) and
retrieval models (RM).



Language Modelling Question Answering +1

2,587
1.65 stars / hour
Paper
Code



NOUGAT: NEURAL OPTICAL UNDERSTANDING FOR ACADEMIC DOCUMENTS

facebookresearch/nougat • • 25 Aug 2023

Scientific knowledge is predominantly stored in books and scientific journals,
often in the form of PDFs.



Optical Character Recognition (OCR)

3,273
1.44 stars / hour
Paper
Code



PYGRAFT: CONFIGURABLE GENERATION OF SCHEMAS AND KNOWLEDGE GRAPHS AT YOUR
FINGERTIPS

nicolas-hbt/pygraft • 7 Sep 2023

In some data-sensitive fields such as education or medicine, access to public
datasets is even more limited.



Benchmarking Knowledge Graphs

61
1.42 stars / hour
Paper
Code



3D GAUSSIAN SPLATTING FOR REAL-TIME RADIANCE FIELD RENDERING

graphdeco-inria/gaussian-splatting • • 8 Aug 2023

Radiance Field methods have recently revolutionized novel-view synthesis of
scenes captured with multiple photos or videos.



Camera Calibration Novel View Synthesis

3,345
1.35 stars / hour
Paper
Code



EXTENDING CONTEXT WINDOW OF LARGE LANGUAGE MODELS VIA POSITIONAL INTERPOLATION

ymcui/chinese-llama-alpaca-2 • • 27 Jun 2023

We present Position Interpolation (PI) that extends the context window sizes of
RoPE-based pretrained LLMs such as LLaMA models to up to 32768 with minimal
fine-tuning (within 1000 steps), while demonstrating strong empirical results on
various tasks that require long context, including passkey retrieval, language
modeling, and long document summarization from LLaMA 7B to 65B.



Document Summarization Language Modelling +1

3,650
0.79 stars / hour
Paper
Code



CODEGEEX: A PRE-TRAINED MODEL FOR CODE GENERATION WITH MULTILINGUAL EVALUATIONS
ON HUMANEVAL-X

thudm/codegeex2 • • 30 Mar 2023

Large pre-trained code generation models, such as OpenAI Codex, can generate
syntax- and function-correct code, making the coding of programmers more
productive and our pursuit of artificial general intelligence closer.

Ranked #29 on Code Generation on HumanEval

Code Generation

3,337
0.73 stars / hour
Paper
Code



RELAY DIFFUSION: UNIFYING DIFFUSION PROCESS ACROSS RESOLUTIONS FOR IMAGE
SYNTHESIS

THUDM/RelayDiffusion • • 4 Sep 2023

Diffusion models achieved great success in image synthesis, but still face
challenges in high-resolution generation.

 Ranked #1 on Image Generation on CelebA-HQ 256x256

Image Generation

69
0.64 stars / hour
Paper
Code



SAM-MED2D

OpenGVLab/SAM-Med2D • • 30 Aug 2023

To bridge this gap, we introduce SAM-Med2D, the most comprehensive studies on
applying SAM to medical 2D images.



Image Segmentation Interactive Segmentation +2

225
0.58 stars / hour
Paper
Code


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