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Reason on the Fly: How RL Boosts LLM Reasoning On the Spot
Surveying New Frontiers in Reinforcement Learning for Language Models (Part 2)
Jun 3
•
Hung Le
4
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Reason on the Fly: How RL Boosts LLM Reasoning On the Spot
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May 2025
Think Before You Speak: Reinforcement Learning for LLM Reasoning
Surveying New Frontiers in Reinforcement Learning for Language Models (Part 1)
May 20
•
Hung Le
2
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Think Before You Speak: Reinforcement Learning for LLM Reasoning
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April 2025
The Best of Time-Series Forecasting (Part II): Advancements in Time Series Modeling Through Large Language Models
A comprehensive collection of leading LLM papers on time series forecasting
Apr 8
•
Hung Le
2
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The Best of Time-Series Forecasting (Part II): Advancements in Time Series Modeling Through Large Language Models
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March 2025
The Best of Time-Series Forecasting (Part I): From Seasonal Patterns to Transformer Models
A collection of notable papers (excluding LLMs) on time-series forecasting, state-of-the-art, and beyond
Mar 10
•
Hung Le
3
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The Best of Time-Series Forecasting (Part I): From Seasonal Patterns to Transformer Models
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January 2025
Rethinking Memory: A Unified Linear Approach for Mindful Agents
Stable Hadamard Memory: Revitalizing Memory-Augmented Agents for Reinforcement Learning (ICLR 2025)
Jan 22
•
Hung Le
3
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Rethinking Memory: A Unified Linear Approach for Mindful Agents
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December 2024
Many Hands Make Light Work: Leveraging Collective Intelligence to Align Large Language Models
Multi-Reference Preference Optimization (MRPO) for Large Language Models (AAAI 2025)
Dec 10, 2024
•
Hung Le
4
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Many Hands Make Light Work: Leveraging Collective Intelligence to Align Large Language Models
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Memory-Augmented Large Language Models
Why and How Memory Matters for LLMs?
Dec 2, 2024
•
Hung Le
3
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Memory-Augmented Large Language Models
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October 2024
Extending Neural Networks to New Lengths: Enhancing Symbol Processing and Generalization
Plug, Play, and Generalize: Length Extrapolation with Pointer-Augmented Neural Memory (TMLR 2024, invited to present at ICLR25)
Oct 23, 2024
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Hung Le
2
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Extending Neural Networks to New Lengths: Enhancing Symbol Processing and Generalization
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XLSTM vs LSTM: How the new LSTM Scale Sequence Prediction without Attention?
xLSTM: Extended Long Short-Term Memory (NeurIPS 2024)
Oct 10, 2024
•
Hung Le
2
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XLSTM vs LSTM: How the new LSTM Scale Sequence Prediction without Attention?
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July 2024
Uncertainty, Confidence, and Hallucination in Large Language Models
How to Spot When Your Large Language Model is Misleading You
Jul 21, 2024
•
Hung Le
6
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Uncertainty, Confidence, and Hallucination in Large Language Models
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Cheap Large Language Models via Eliminating Matrix Multiplications
Scalable MatMul-free Language Modeling
Jul 8, 2024
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Hung Le
4
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Cheap Large Language Models via Eliminating Matrix Multiplications
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The Mamba Effect: State Space Models Taking on Transformers
Mamba: Linear-Time Sequence Modeling with Selective State Spaces (Outstanding Paper Award, COLM 2024)
Jul 3, 2024
•
Hung Le
4
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The Mamba Effect: State Space Models Taking on Transformers
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