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Collections including paper arxiv:2501.01904

Reasoning, Thinking, RL and Test-Time Scaling

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39
Token-Budget-Aware LLM Reasoning

Paper • 2412.18547 • Published Dec 24, 2024 • 46
Efficiently Serving LLM Reasoning Programs with Certaindex

Paper • 2412.20993 • Published Dec 30, 2024 • 36
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published Dec 23, 2024 • 47

Virgo: A Preliminary Exploration on Reproducing o1-like MLLM

Paper • 2501.01904 • Published Jan 3, 2025 • 33
LUSIFER: Language Universal Space Integration for Enhanced Multilingual Embeddings with Large Language Models

Paper • 2501.00874 • Published Jan 1, 2025 • 13
BoxingGym: Benchmarking Progress in Automated Experimental Design and Model Discovery

Paper • 2501.01540 • Published Jan 2, 2025 • 6

STaR: Bootstrapping Reasoning With Reasoning

Paper • 2203.14465 • Published Mar 28, 2022 • 9
Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 11
Training Large Language Models to Reason in a Continuous Latent Space

Paper • 2412.06769 • Published Dec 9, 2024 • 92
Marco-o1: Towards Open Reasoning Models for Open-Ended Solutions

Paper • 2411.14405 • Published Nov 21, 2024 • 61

Remember, Retrieve and Generate: Understanding Infinite Visual Concepts as Your Personalized Assistant

Paper • 2410.13360 • Published Oct 17, 2024 • 9
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning

Paper • 2411.18203 • Published Nov 27, 2024 • 40
Towards Interpreting Visual Information Processing in Vision-Language Models

Paper • 2410.07149 • Published Oct 9, 2024 • 1
Understanding Alignment in Multimodal LLMs: A Comprehensive Study

Paper • 2407.02477 • Published Jul 2, 2024 • 24

iVideoGPT: Interactive VideoGPTs are Scalable World Models

Paper • 2405.15223 • Published May 24, 2024 • 17
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models

Paper • 2405.15574 • Published May 24, 2024 • 55
An Introduction to Vision-Language Modeling

Paper • 2405.17247 • Published May 27, 2024 • 90
Matryoshka Multimodal Models

Paper • 2405.17430 • Published May 27, 2024 • 34

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

Paper • 2501.06186 • Published Jan 10, 2025 • 65
Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Paper • 2501.02393 • Published Jan 4, 2025 • 7
Virgo: A Preliminary Exploration on Reproducing o1-like MLLM

Paper • 2501.01904 • Published Jan 3, 2025 • 33
ReMoE: Fully Differentiable Mixture-of-Experts with ReLU Routing

Paper • 2412.14711 • Published Dec 19, 2024 • 16

SLM e Moe structure PHD tesis: SOTA e valutazione parametri

collezione di paper utili per redazione tesi 1-2-3- capitolo da valutare cambio di rotta e gestione PHD

2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1, 2025 • 109
CodeElo: Benchmarking Competition-level Code Generation of LLMs with Human-comparable Elo Ratings

Paper • 2501.01257 • Published Jan 2, 2025 • 51
Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion Models

Paper • 2501.01423 • Published Jan 2, 2025 • 44
REDUCIO! Generating 1024times1024 Video within 16 Seconds using Extremely Compressed Motion Latents

Paper • 2411.13552 • Published Nov 20, 2024

gradientai/Llama-3-8B-Instruct-Gradient-1048k

Text Generation • 8B • Updated Oct 29, 2024 • 10.6k • 679
Are Your LLMs Capable of Stable Reasoning?

Paper • 2412.13147 • Published Dec 17, 2024 • 93
RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation

Paper • 2412.11919 • Published Dec 16, 2024 • 36
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Paper • 2412.18925 • Published Dec 25, 2024 • 106

LongVILA: Scaling Long-Context Visual Language Models for Long Videos

Paper • 2408.10188 • Published Aug 19, 2024 • 52
xGen-MM (BLIP-3): A Family of Open Large Multimodal Models

Paper • 2408.08872 • Published Aug 16, 2024 • 101
Building and better understanding vision-language models: insights and future directions

Paper • 2408.12637 • Published Aug 22, 2024 • 133
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Paper • 2408.12528 • Published Aug 22, 2024 • 51

Rho-1: Not All Tokens Are What You Need

Paper • 2404.07965 • Published Apr 11, 2024 • 93
VASA-1: Lifelike Audio-Driven Talking Faces Generated in Real Time

Paper • 2404.10667 • Published Apr 16, 2024 • 24
Instruction-tuned Language Models are Better Knowledge Learners

Paper • 2402.12847 • Published Feb 20, 2024 • 26
DoRA: Weight-Decomposed Low-Rank Adaptation

Paper • 2402.09353 • Published Feb 14, 2024 • 30

Reasoning, Thinking, RL and Test-Time Scaling

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39
Token-Budget-Aware LLM Reasoning

Paper • 2412.18547 • Published Dec 24, 2024 • 46
Efficiently Serving LLM Reasoning Programs with Certaindex

Paper • 2412.20993 • Published Dec 30, 2024 • 36
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published Dec 23, 2024 • 47

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

Paper • 2501.06186 • Published Jan 10, 2025 • 65
Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Paper • 2501.02393 • Published Jan 4, 2025 • 7
Virgo: A Preliminary Exploration on Reproducing o1-like MLLM

Paper • 2501.01904 • Published Jan 3, 2025 • 33
ReMoE: Fully Differentiable Mixture-of-Experts with ReLU Routing

Paper • 2412.14711 • Published Dec 19, 2024 • 16

Virgo: A Preliminary Exploration on Reproducing o1-like MLLM

Paper • 2501.01904 • Published Jan 3, 2025 • 33
LUSIFER: Language Universal Space Integration for Enhanced Multilingual Embeddings with Large Language Models

Paper • 2501.00874 • Published Jan 1, 2025 • 13
BoxingGym: Benchmarking Progress in Automated Experimental Design and Model Discovery

Paper • 2501.01540 • Published Jan 2, 2025 • 6

SLM e Moe structure PHD tesis: SOTA e valutazione parametri

collezione di paper utili per redazione tesi 1-2-3- capitolo da valutare cambio di rotta e gestione PHD

2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1, 2025 • 109
CodeElo: Benchmarking Competition-level Code Generation of LLMs with Human-comparable Elo Ratings

Paper • 2501.01257 • Published Jan 2, 2025 • 51
Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion Models

Paper • 2501.01423 • Published Jan 2, 2025 • 44
REDUCIO! Generating 1024times1024 Video within 16 Seconds using Extremely Compressed Motion Latents

Paper • 2411.13552 • Published Nov 20, 2024

STaR: Bootstrapping Reasoning With Reasoning

Paper • 2203.14465 • Published Mar 28, 2022 • 9
Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 11
Training Large Language Models to Reason in a Continuous Latent Space

Paper • 2412.06769 • Published Dec 9, 2024 • 92
Marco-o1: Towards Open Reasoning Models for Open-Ended Solutions

Paper • 2411.14405 • Published Nov 21, 2024 • 61

gradientai/Llama-3-8B-Instruct-Gradient-1048k

Text Generation • 8B • Updated Oct 29, 2024 • 10.6k • 679
Are Your LLMs Capable of Stable Reasoning?

Paper • 2412.13147 • Published Dec 17, 2024 • 93
RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation

Paper • 2412.11919 • Published Dec 16, 2024 • 36
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Paper • 2412.18925 • Published Dec 25, 2024 • 106

Remember, Retrieve and Generate: Understanding Infinite Visual Concepts as Your Personalized Assistant

Paper • 2410.13360 • Published Oct 17, 2024 • 9
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning

Paper • 2411.18203 • Published Nov 27, 2024 • 40
Towards Interpreting Visual Information Processing in Vision-Language Models

Paper • 2410.07149 • Published Oct 9, 2024 • 1
Understanding Alignment in Multimodal LLMs: A Comprehensive Study

Paper • 2407.02477 • Published Jul 2, 2024 • 24

LongVILA: Scaling Long-Context Visual Language Models for Long Videos

Paper • 2408.10188 • Published Aug 19, 2024 • 52
xGen-MM (BLIP-3): A Family of Open Large Multimodal Models

Paper • 2408.08872 • Published Aug 16, 2024 • 101
Building and better understanding vision-language models: insights and future directions

Paper • 2408.12637 • Published Aug 22, 2024 • 133
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Paper • 2408.12528 • Published Aug 22, 2024 • 51

iVideoGPT: Interactive VideoGPTs are Scalable World Models

Paper • 2405.15223 • Published May 24, 2024 • 17
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models

Paper • 2405.15574 • Published May 24, 2024 • 55
An Introduction to Vision-Language Modeling

Paper • 2405.17247 • Published May 27, 2024 • 90
Matryoshka Multimodal Models

Paper • 2405.17430 • Published May 27, 2024 • 34

Rho-1: Not All Tokens Are What You Need

Paper • 2404.07965 • Published Apr 11, 2024 • 93
VASA-1: Lifelike Audio-Driven Talking Faces Generated in Real Time

Paper • 2404.10667 • Published Apr 16, 2024 • 24
Instruction-tuned Language Models are Better Knowledge Learners

Paper • 2402.12847 • Published Feb 20, 2024 • 26
DoRA: Weight-Decomposed Low-Rank Adaptation

Paper • 2402.09353 • Published Feb 14, 2024 • 30

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