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Collections including paper arxiv:2501.02393

LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs

Paper • 2501.06186 • Published Jan 10 • 65
Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Paper • 2501.02393 • Published Jan 4 • 7
Virgo: A Preliminary Exploration on Reproducing o1-like MLLM

Paper • 2501.01904 • Published Jan 3 • 33
ReMoE: Fully Differentiable Mixture-of-Experts with ReLU Routing

Paper • 2412.14711 • Published Dec 19, 2024 • 16

Graph-Aware Isomorphic Attention in Transformers

We present an approach to modifying Transformer architectures by integrating graph-aware relational reasoning into the attention mechanism.

lamm-mit/Llama-3.2-3B-Instruct-Sparse-GIN-orca-math-word-problems

Updated Jan 7 • 20 • 1
lamm-mit/Llama-3.2-3B-Instruct-Sparse-GIN-logic

2B • Updated Jan 7 • 12 • 1
lamm-mit/Llama-3.2-3B-Instruct-Sparse-GIN-bio

Updated Jan 8 • 23 • 1
Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Paper • 2501.02393 • Published Jan 4 • 7

Region-Aware Text-to-Image Generation via Hard Binding and Soft Refinement

Paper • 2411.06558 • Published Nov 10, 2024 • 36
SlimLM: An Efficient Small Language Model for On-Device Document Assistance

Paper • 2411.09944 • Published Nov 15, 2024 • 12
Look Every Frame All at Once: Video-Ma^2mba for Efficient Long-form Video Understanding with Multi-Axis Gradient Checkpointing

Paper • 2411.19460 • Published Nov 29, 2024 • 11
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale

Paper • 2412.05237 • Published Dec 6, 2024 • 46

Knowledge Graphs

In-situ graph reasoning and knowledge expansion using Graph-PReFLexOR

Paper • 2501.08120 • Published Jan 14 • 5
Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Paper • 2501.02393 • Published Jan 4 • 7
Decoupling Knowledge and Reasoning in Transformers: A Modular Architecture with Generalized Cross-Attention

Paper • 2501.00823 • Published Jan 1

Video Creation by Demonstration

Paper • 2412.09551 • Published Dec 12, 2024 • 9
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published Dec 10, 2024 • 48
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 72
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 38

Unlocking the Humanities (and Beyond)

Qwen/Qwen2-VL-7B-Instruct

Image-Text-to-Text • 8B • Updated Feb 6 • 1.53M • • 1.24k
In-situ graph reasoning and knowledge expansion using Graph-PReFLexOR

Paper • 2501.08120 • Published Jan 14 • 5
Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Paper • 2501.02393 • Published Jan 4 • 7
Decoupling Knowledge and Reasoning in Transformers: A Modular Architecture with Generalized Cross-Attention

Paper • 2501.00823 • Published Jan 1

LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs

Paper • 2501.06186 • Published Jan 10 • 65
Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Paper • 2501.02393 • Published Jan 4 • 7
Virgo: A Preliminary Exploration on Reproducing o1-like MLLM

Paper • 2501.01904 • Published Jan 3 • 33
ReMoE: Fully Differentiable Mixture-of-Experts with ReLU Routing

Paper • 2412.14711 • Published Dec 19, 2024 • 16

Knowledge Graphs

In-situ graph reasoning and knowledge expansion using Graph-PReFLexOR

Paper • 2501.08120 • Published Jan 14 • 5
Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Paper • 2501.02393 • Published Jan 4 • 7
Decoupling Knowledge and Reasoning in Transformers: A Modular Architecture with Generalized Cross-Attention

Paper • 2501.00823 • Published Jan 1

Graph-Aware Isomorphic Attention in Transformers

We present an approach to modifying Transformer architectures by integrating graph-aware relational reasoning into the attention mechanism.

lamm-mit/Llama-3.2-3B-Instruct-Sparse-GIN-orca-math-word-problems

Updated Jan 7 • 20 • 1
lamm-mit/Llama-3.2-3B-Instruct-Sparse-GIN-logic

2B • Updated Jan 7 • 12 • 1
lamm-mit/Llama-3.2-3B-Instruct-Sparse-GIN-bio

Updated Jan 8 • 23 • 1
Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Paper • 2501.02393 • Published Jan 4 • 7

Video Creation by Demonstration

Paper • 2412.09551 • Published Dec 12, 2024 • 9
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published Dec 10, 2024 • 48
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 72
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 38

Region-Aware Text-to-Image Generation via Hard Binding and Soft Refinement

Paper • 2411.06558 • Published Nov 10, 2024 • 36
SlimLM: An Efficient Small Language Model for On-Device Document Assistance

Paper • 2411.09944 • Published Nov 15, 2024 • 12
Look Every Frame All at Once: Video-Ma^2mba for Efficient Long-form Video Understanding with Multi-Axis Gradient Checkpointing

Paper • 2411.19460 • Published Nov 29, 2024 • 11
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale

Paper • 2412.05237 • Published Dec 6, 2024 • 46

Unlocking the Humanities (and Beyond)

Qwen/Qwen2-VL-7B-Instruct

Image-Text-to-Text • 8B • Updated Feb 6 • 1.53M • • 1.24k
In-situ graph reasoning and knowledge expansion using Graph-PReFLexOR

Paper • 2501.08120 • Published Jan 14 • 5
Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Paper • 2501.02393 • Published Jan 4 • 7
Decoupling Knowledge and Reasoning in Transformers: A Modular Architecture with Generalized Cross-Attention

Paper • 2501.00823 • Published Jan 1

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