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Collections including paper arxiv:2501.19393

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Natural Language Processing and Large Language Models 💬

Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation

Paper • 1406.1078 • Published Jun 3, 2014 • 1
Distributed Representations of Sentences and Documents

Paper • 1405.4053 • Published May 16, 2014
Sequence to Sequence Learning with Neural Networks

Paper • 1409.3215 • Published Sep 10, 2014 • 4
Neural Machine Translation by Jointly Learning to Align and Translate

Paper • 1409.0473 • Published Sep 1, 2014 • 7

Video Generation

Seaweed-7B: Cost-Effective Training of Video Generation Foundation Model

Paper • 2504.08685 • Published Apr 11, 2025 • 130
s1: Simple test-time scaling

Paper • 2501.19393 • Published Jan 31, 2025 • 126

SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model

Paper • 2502.02737 • Published Feb 4, 2025 • 261
Demystifying Long Chain-of-Thought Reasoning in LLMs

Paper • 2502.03373 • Published Feb 5, 2025 • 58
Kimi k1.5: Scaling Reinforcement Learning with LLMs

Paper • 2501.12599 • Published Jan 22, 2025 • 131
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125

Papers Storm 🌪️

A curated collection of research papers referenced in Panoram'IA program, offering a comprehensive resource for further exploration.

GenEx: Generating an Explorable World

Paper • 2412.09624 • Published Dec 12, 2024 • 98
Generative World Explorer

Paper • 2411.11844 • Published Nov 18, 2024 • 77
Video Depth without Video Models

Paper • 2411.19189 • Published Nov 28, 2024 • 39
Mobile Video Diffusion

Paper • 2412.07583 • Published Dec 10, 2024 • 20

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

I-Con: A Unifying Framework for Representation Learning

Paper • 2504.16929 • Published Apr 23, 2025 • 31
LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities

Paper • 2504.16078 • Published Apr 22, 2025 • 21
WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents

Paper • 2504.15785 • Published Apr 22, 2025 • 22
OTC: Optimal Tool Calls via Reinforcement Learning

Paper • 2504.14870 • Published Apr 21, 2025 • 35

s1: Simple test-time scaling

Paper • 2501.19393 • Published Jan 31, 2025 • 126
LIMO: Less is More for Reasoning

Paper • 2502.03387 • Published Feb 5, 2025 • 63

s1: Simple test-time scaling

Paper • 2501.19393 • Published Jan 31, 2025 • 126

LLM and Reasoning Papers

Papers dump of LLM Reasoning domain

Internal Consistency and Self-Feedback in Large Language Models: A Survey

Paper • 2407.14507 • Published Jul 19, 2024 • 48
Large Language Models are Zero-Shot Reasoners

Paper • 2205.11916 • Published May 24, 2022 • 3
Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 11
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Paper • 2201.11903 • Published Jan 28, 2022 • 15

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Natural Language Processing and Large Language Models 💬

Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation

Paper • 1406.1078 • Published Jun 3, 2014 • 1
Distributed Representations of Sentences and Documents

Paper • 1405.4053 • Published May 16, 2014
Sequence to Sequence Learning with Neural Networks

Paper • 1409.3215 • Published Sep 10, 2014 • 4
Neural Machine Translation by Jointly Learning to Align and Translate

Paper • 1409.0473 • Published Sep 1, 2014 • 7

I-Con: A Unifying Framework for Representation Learning

Paper • 2504.16929 • Published Apr 23, 2025 • 31
LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities

Paper • 2504.16078 • Published Apr 22, 2025 • 21
WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents

Paper • 2504.15785 • Published Apr 22, 2025 • 22
OTC: Optimal Tool Calls via Reinforcement Learning

Paper • 2504.14870 • Published Apr 21, 2025 • 35

Video Generation

Seaweed-7B: Cost-Effective Training of Video Generation Foundation Model

Paper • 2504.08685 • Published Apr 11, 2025 • 130
s1: Simple test-time scaling

Paper • 2501.19393 • Published Jan 31, 2025 • 126

s1: Simple test-time scaling

Paper • 2501.19393 • Published Jan 31, 2025 • 126
LIMO: Less is More for Reasoning

Paper • 2502.03387 • Published Feb 5, 2025 • 63

SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model

Paper • 2502.02737 • Published Feb 4, 2025 • 261
Demystifying Long Chain-of-Thought Reasoning in LLMs

Paper • 2502.03373 • Published Feb 5, 2025 • 58
Kimi k1.5: Scaling Reinforcement Learning with LLMs

Paper • 2501.12599 • Published Jan 22, 2025 • 131
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125

s1: Simple test-time scaling

Paper • 2501.19393 • Published Jan 31, 2025 • 126

Papers Storm 🌪️

A curated collection of research papers referenced in Panoram'IA program, offering a comprehensive resource for further exploration.

GenEx: Generating an Explorable World

Paper • 2412.09624 • Published Dec 12, 2024 • 98
Generative World Explorer

Paper • 2411.11844 • Published Nov 18, 2024 • 77
Video Depth without Video Models

Paper • 2411.19189 • Published Nov 28, 2024 • 39
Mobile Video Diffusion

Paper • 2412.07583 • Published Dec 10, 2024 • 20

LLM and Reasoning Papers

Papers dump of LLM Reasoning domain

Internal Consistency and Self-Feedback in Large Language Models: A Survey

Paper • 2407.14507 • Published Jul 19, 2024 • 48
Large Language Models are Zero-Shot Reasoners

Paper • 2205.11916 • Published May 24, 2022 • 3
Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 11
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Paper • 2201.11903 • Published Jan 28, 2022 • 15

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