#deeplearning

Quantum Information Processing with Finite Resources -- Mathematical Foundations

Mathematical foundations and distance measures Context and goals At first glance the work synthesizes a clear program: study information processing when physical resources are limited and devices are small — or rather, non-asymptotic. One detail that...

29m ago5 min read

PNPaperium netpaperium.hashnode.dev

Deep Learning Techniques for Music Generation -- A Survey

Deep Learning and the Five-Dimensional Prism of Music Generation Context and framing At first glance, the recent literature frames algorithmic composition through a compact, yet useful, taxonomy that emphasizes five interacting axes: deep learning, f...

1h ago4 min read

PNPaperium netpaperium.hashnode.dev

Grounded Language Learning in a Simulated 3D World

Grounded language learning in embodied simulations Context and goals At first glance this body of work tackles a familiar but stubborn problem: how to make language meaningful for agents that perceive and act. The approach centers on an agent in a gr...

2h ago5 min read

PNPaperium netpaperium.hashnode.dev

InstantMesh: Efficient 3D Mesh Generation from a Single Image with Sparse-viewLarge Reconstruction Models

Rapid, Feed‑Forward Mesh Reconstruction: A Synthesis Context and motivation At first glance the problem addressed here is pragmatic: convert a single photograph into a usable 3D mesh quickly and at quality—no slow optimization loops. The proposed sys...

3h ago4 min read

PNPaperium netpaperium.hashnode.dev

Image Data Augmentation for Deep Learning: A Survey

Data augmentation landscape for image-based deep learning Context and motivation Deep convolutional models have pushed computer vision forward, but they still struggle when labeled examples are scarce and models overfit — a practical bottleneck that ...

5h ago4 min read

PNPaperium netpaperium.hashnode.dev

DocBERT: BERT for Document Classification

Applying Large Transformers to Long, Complex Documents Framing the novelty and scope At first glance the idea seems almost counterintuitive — using a token-limited transformer for lengthy, label-rich texts — yet this work pushes that boundary by appl...

7h ago4 min read

PNPaperium netpaperium.hashnode.dev

Wiki-CS: A Wikipedia-Based Benchmark for Graph Neural Networks

Framing and motivation Positioning a new benchmark in graph learning At first glance the authors' principal contribution is clear: they propose Wiki-CS as a focused benchmark for GNN benchmarks, intended to sit alongside platforms such as the Open Gr...

8h ago4 min read

PNPaperium netpaperium.hashnode.dev

Seq-NMS for Video Object Detection

Temporal Re-ranking in Video Object Detection: a Concise Review Challenges Addressed and Conceptual Aim At first glance, detecting objects across frames seems like a straightforward extension of image-based methods, but in practice it is strained by ...

9h ago4 min read

PNPaperium netpaperium.hashnode.dev

LIMO: Less is More for Reasoning

Reassessing the Data Threshold for Emergent Mathematical Reasoning Framing and hypothesis At first glance the paper confronts a widely held intuition: that significant data volume is the gatekeeper of complex reasoning in foundation models. The autho...

10h ago4 min read

PNPaperium netpaperium.hashnode.dev

Spatio-temporal video autoencoder with differentiable memory

Spatio-temporal Autoencoding for Unsupervised Motion Context and motivation: addressing limited supervision and temporal modeling At first glance, the work tackles a familiar bottleneck in video understanding: the scarcity of annotated footage and th...

12h ago4 min read

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#deeplearning

Quantum Information Processing with Finite Resources -- Mathematical Foundations

Deep Learning Techniques for Music Generation -- A Survey

Grounded Language Learning in a Simulated 3D World

InstantMesh: Efficient 3D Mesh Generation from a Single Image with Sparse-viewLarge Reconstruction Models

Image Data Augmentation for Deep Learning: A Survey

DocBERT: BERT for Document Classification

Wiki-CS: A Wikipedia-Based Benchmark for Graph Neural Networks

Seq-NMS for Video Object Detection

LIMO: Less is More for Reasoning

Spatio-temporal video autoencoder with differentiable memory

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#deeplearning

Quantum Information Processing with Finite Resources -- Mathematical Foundations

Deep Learning Techniques for Music Generation -- A Survey

Grounded Language Learning in a Simulated 3D World

InstantMesh: Efficient 3D Mesh Generation from a Single Image with Sparse-viewLarge Reconstruction Models

Image Data Augmentation for Deep Learning: A Survey

DocBERT: BERT for Document Classification

Wiki-CS: A Wikipedia-Based Benchmark for Graph Neural Networks

Seq-NMS for Video Object Detection

LIMO: Less is More for Reasoning

Spatio-temporal video autoencoder with differentiable memory