ResearchArcade
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23 items • Updated
venue stringclasses 9
values | original_openreview_id stringlengths 8 17 | revision_openreview_id stringlengths 8 11 | content stringlengths 2 620k | time stringdate 2016-11-04 05:38:56 2025-05-23 04:52:50 |
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ICLR.cc/2025/Conference | NNlg3eUZ8N | cX02yuzwWI | [{'section': '2 RELATED WORK', 'after_section': '2 RELATED WORK', 'context_after': 'Theoretical Frameworks for GNNs. Despite the empirical success of Graph Neural Networks (GNNs), establishing theories to explain their behaviors is still an evolving field. Recent works have made significant progress in understanding ov... | 2024-11-26 14:31:47 |
ICLR.cc/2025/Conference | cX02yuzwWI | UMYtslJUhV | [{'section': '3.1 NOTATIONS AND DEFINITIONS', 'after_section': None, 'context_after': '(C(l) (cid:88) i (t) = t )ij, ', 'paragraph_idx': 11, 'before_section': None, 'context_before': 'This matrix C (l) neously. ', 'modified_lines': 'Definition 9 (Effective Degree). The effective degree degeff degeff ', 'original_lines... | 2024-11-26 14:53:38 |
ICLR.cc/2025/Conference | UMYtslJUhV | U6AVndkUMf | [{'section': '1 INTRODUCTION', 'after_section': None, 'context_after': '1 ', 'paragraph_idx': 5, 'before_section': '1 INTRODUCTION', 'context_before': 'have applied dropout to GNNs, often observing beneficial effects on generalization (Hamilton et al., 2017). ', 'modified_lines': 'While dropout in standard neural netwo... | 2024-11-27 13:01:39 |
ICLR.cc/2025/Conference | U6AVndkUMf | P6MvxEzOug | [] | 2025-02-13 10:56:30 |
ICLR.cc/2025/Conference | P6MvxEzOug | hkDXGVP2rZ | [] | 2025-03-01 07:02:13 |
ICLR.cc/2025/Conference | hkDXGVP2rZ | 9hv4yMVvK1 | [{'section': 'Abstract', 'after_section': '1 Introduction', 'context_after': 'The remarkable success of deep neural networks across various domains has been accompanied by the persistent challenge of overfitting, where models perform well on training data but fail to generalize to unseen examples. This issue has spurre... | 2025-03-01 14:36:20 |
ICLR.cc/2025/Conference | 9hv4yMVvK1 | gXXJcVisjV | [{'section': 'Abstract', 'after_section': None, 'context_after': '2 Related Work ', 'paragraph_idx': 2, 'before_section': None, 'context_before': 'ical understanding of regularization in GCNs and paves the way for more principled approaches to leveraging dropout in graph representation learning. Furthermore, we validat... | 2025-03-02 07:51:13 |
ICLR.cc/2025/Conference | gXXJcVisjV | 2iIUWdNUNh | [{'section': '1 Introduction', 'after_section': None, 'context_after': '1 ', 'paragraph_idx': 5, 'before_section': '1 Introduction', 'context_before': 'have applied dropout to GNNs, often observing beneficial effects on generalization (Hamilton et al., 2017). ', 'modified_lines': '∗Hao Zhu is the corresponding author a... | 2025-03-14 04:30:46 |
ICLR.cc/2025/Conference | 2iIUWdNUNh | oVG40icCJj | [] | 2025-03-30 14:03:15 |
ICLR.cc/2025/Conference | ItPv3YFVp6 | oFznv6Hqvv | [{'section': 'Abstract', 'after_section': None, 'context_after': '1 ', 'paragraph_idx': 2, 'before_section': 'Abstract', 'context_before': 'show that SSL can perform system identification in latent space. We propose DYNCL, a framework to uncover linear, switching linear and non-linear dynamics under a non-linear observ... | 2025-02-28 23:10:15 |
ICLR.cc/2025/Conference | oFznv6Hqvv | 3EC25XMVtD | [{'section': '1 (7)', 'after_section': None, 'context_after': '4 ', 'paragraph_idx': 25, 'before_section': None, 'context_before': '(7) Note that the dynamics model ˆf (xt; W, zt) depends on an additional latent variable zt = ', 'modified_lines': '[zt,1, . . . , zt,K]⊤ which contains probabilities to parametrize the dy... | 2025-03-01 23:06:00 |
ICLR.cc/2025/Conference | 3EC25XMVtD | zVWFIErqTQ | [] | 2025-03-01 23:08:16 |
ICLR.cc/2025/Conference | zVWFIErqTQ | 22A0PSumim | [{'section': '1 INTRODUCTION', 'after_section': '1 INTRODUCTION', 'context_after': 'In this work, we revisit and extend contrastive learning in the context of system identification. We uncover several surprising facts about its out-of-the-box effectiveness in identifying dynamics and ', 'paragraph_idx': 4, 'before_sect... | 2025-03-15 10:04:11 |
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