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Collections including paper arxiv:2501.02497

On Memorization of Large Language Models in Logical Reasoning

Paper • 2410.23123 • Published Oct 30, 2024 • 18
LLMs Do Not Think Step-by-step In Implicit Reasoning

Paper • 2411.15862 • Published Nov 24, 2024 • 8
Training Large Language Models to Reason in a Continuous Latent Space

Paper • 2412.06769 • Published Dec 9, 2024 • 71
Deliberation in Latent Space via Differentiable Cache Augmentation

Paper • 2412.17747 • Published 19 days ago • 29

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 146
Orion-14B: Open-source Multilingual Large Language Models

Paper • 2401.12246 • Published Jan 20, 2024 • 12
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 53
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 45

Test-Time Compute/Optimal Scaling

Scaling LLM Inference with Optimized Sample Compute Allocation

Paper • 2410.22480 • Published Oct 29, 2024
Test-time Computing: from System-1 Thinking to System-2 Thinking

Paper • 2501.02497 • Published 6 days ago • 31
Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective

Paper • 2412.14135 • Published 24 days ago
Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though

Paper • 2501.04682 • Published 3 days ago • 63

Test-time Computing: from System-1 Thinking to System-2 Thinking

Paper • 2501.02497 • Published 6 days ago • 31

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

Paper • 2501.00958 • Published 10 days ago • 91
CodeElo: Benchmarking Competition-level Code Generation of LLMs with Human-comparable Elo Ratings

Paper • 2501.01257 • Published 9 days ago • 45
Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion Models

Paper • 2501.01423 • Published 9 days ago • 34
REDUCIO! Generating 1024times1024 Video within 16 Seconds using Extremely Compressed Motion Latents

Paper • 2411.13552 • Published Nov 20, 2024

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

Paper • 2412.18319 • Published 18 days ago • 35
Token-Budget-Aware LLM Reasoning

Paper • 2412.18547 • Published 18 days ago • 44
Efficiently Serving LLM Reasoning Programs with Certaindex

Paper • 2412.20993 • Published 12 days ago • 32
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published 20 days ago • 45

Video Creation by Demonstration

Paper • 2412.09551 • Published about 1 month ago • 8
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published Dec 10, 2024 • 45
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 71
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 38

LinFusion: 1 GPU, 1 Minute, 16K Image

Paper • 2409.02097 • Published Sep 3, 2024 • 33
Phidias: A Generative Model for Creating 3D Content from Text, Image, and 3D Conditions with Reference-Augmented Diffusion

Paper • 2409.11406 • Published Sep 17, 2024 • 26
Diffusion Models Are Real-Time Game Engines

Paper • 2408.14837 • Published Aug 27, 2024 • 121
Segment Anything with Multiple Modalities

Paper • 2408.09085 • Published Aug 17, 2024 • 21

LLM Pruning and Distillation in Practice: The Minitron Approach

Paper • 2408.11796 • Published Aug 21, 2024 • 57
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering

Paper • 2408.09174 • Published Aug 17, 2024 • 51
To Code, or Not To Code? Exploring Impact of Code in Pre-training

Paper • 2408.10914 • Published Aug 20, 2024 • 41
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Paper • 2408.11878 • Published Aug 20, 2024 • 53

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