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Collections including paper arxiv:2504.15785

📝 [Paper List] Test-Time Learning for LLMs

Training-Free Group Relative Policy Optimization

Paper • 2510.08191 • Published Oct 9, 2025 • 46
A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning

Paper • 2510.15444 • Published Oct 17, 2025 • 151
Reasoning with Sampling: Your Base Model is Smarter Than You Think

Paper • 2510.14901 • Published Oct 16, 2025 • 48
WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents

Paper • 2504.15785 • Published Apr 22, 2025 • 22

Neurosymbolic AI (+hyphen)

A Fully Spectral Neuro-Symbolic Reasoning Architecture with Graph Signal Processing as the Computational Backbone

Paper • 2508.14923 • Published Aug 19, 2025 • 1
A DbC Inspired Neurosymbolic Layer for Trustworthy Agent Design

Paper • 2508.03665 • Published Aug 5, 2025 • 1
Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

Paper • 2507.00951 • Published Jul 1, 2025 • 24
HyDRA: A Hybrid-Driven Reasoning Architecture for Verifiable Knowledge Graphs

Paper • 2507.15917 • Published Jul 21, 2025

about 19 hours ago

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated Dec 17, 2025 • 15.7k • 1.43k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14, 2025 • 15
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17, 2025 • 99 • 17
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15, 2025 • 63

FLAME: Factuality-Aware Alignment for Large Language Models

Paper • 2405.01525 • Published May 2, 2024 • 30
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 45
Transformers Can Do Arithmetic with the Right Embeddings

Paper • 2405.17399 • Published May 27, 2024 • 54
EasyAnimate: A High-Performance Long Video Generation Method based on Transformer Architecture

Paper • 2405.18991 • Published May 29, 2024 • 12

CodeFusion: A Pre-trained Diffusion Model for Code Generation

Paper • 2310.17680 • Published Oct 26, 2023 • 74
deepseek-ai/DeepSeek-R1

Text Generation • 685B • Updated Mar 27, 2025 • 3.95M • • 13.3k
deepseek-ai/DeepSeek-V3

Text Generation • 685B • Updated Mar 27, 2025 • 882k • • 4.06k
krutrim-ai-labs/Krutrim-2-instruct

Updated Mar 17, 2025 • 150 • 36

Neuro-symbolic models

MaxNoichl/nomic-embed-philosophy-triplets_v1

Sentence Similarity • 0.1B • Updated Aug 20, 2024 • 24
hoanghai2110/HyperMambaLM-300M

Text Generation • Updated Jul 11, 2025 • 18 • 1
Symbol-LLM/ENVISIONS_13B_logic_iter8

Text Generation • Updated Jul 9, 2024 • 10 • 4
christopherastone/distilgpt2-proofs

Text Generation • 88.2M • Updated Sep 21, 2023 • 14

I-Con: A Unifying Framework for Representation Learning

Paper • 2504.16929 • Published Apr 23, 2025 • 30
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

How to Synthesize Text Data without Model Collapse?

Paper • 2412.14689 • Published Dec 19, 2024 • 53
SepLLM: Accelerate Large Language Models by Compressing One Segment into One Separator

Paper • 2412.12094 • Published Dec 16, 2024 • 11
StyleTTS 2: Towards Human-Level Text-to-Speech through Style Diffusion and Adversarial Training with Large Speech Language Models

Paper • 2306.07691 • Published Jun 13, 2023 • 13
iSTFTNet: Fast and Lightweight Mel-Spectrogram Vocoder Incorporating Inverse Short-Time Fourier Transform

Paper • 2203.02395 • Published Mar 4, 2022 • 1

TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks

Paper • 2412.14161 • Published Dec 18, 2024 • 51
Training Software Engineering Agents and Verifiers with SWE-Gym

Paper • 2412.21139 • Published Dec 30, 2024 • 26
OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis

Paper • 2412.19723 • Published Dec 27, 2024 • 87
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation

Paper • 2408.00764 • Published Aug 1, 2024 • 1

Compositional Foundation Models for Hierarchical Planning

Paper • 2309.08587 • Published Sep 15, 2023 • 11
ALPINE: Unveiling the Planning Capability of Autoregressive Learning in Language Models

Paper • 2405.09220 • Published May 15, 2024 • 27
WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents

Paper • 2504.15785 • Published Apr 22, 2025 • 22
CODA: Coordinating the Cerebrum and Cerebellum for a Dual-Brain Computer Use Agent with Decoupled Reinforcement Learning

Paper • 2508.20096 • Published Aug 27, 2025 • 37

📝 [Paper List] Test-Time Learning for LLMs

Training-Free Group Relative Policy Optimization

Paper • 2510.08191 • Published Oct 9, 2025 • 46
A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning

Paper • 2510.15444 • Published Oct 17, 2025 • 151
Reasoning with Sampling: Your Base Model is Smarter Than You Think

Paper • 2510.14901 • Published Oct 16, 2025 • 48
WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents

Paper • 2504.15785 • Published Apr 22, 2025 • 22

Neuro-symbolic models

MaxNoichl/nomic-embed-philosophy-triplets_v1

Sentence Similarity • 0.1B • Updated Aug 20, 2024 • 24
hoanghai2110/HyperMambaLM-300M

Text Generation • Updated Jul 11, 2025 • 18 • 1
Symbol-LLM/ENVISIONS_13B_logic_iter8

Text Generation • Updated Jul 9, 2024 • 10 • 4
christopherastone/distilgpt2-proofs

Text Generation • 88.2M • Updated Sep 21, 2023 • 14

Neurosymbolic AI (+hyphen)

A Fully Spectral Neuro-Symbolic Reasoning Architecture with Graph Signal Processing as the Computational Backbone

Paper • 2508.14923 • Published Aug 19, 2025 • 1
A DbC Inspired Neurosymbolic Layer for Trustworthy Agent Design

Paper • 2508.03665 • Published Aug 5, 2025 • 1
Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

Paper • 2507.00951 • Published Jul 1, 2025 • 24
HyDRA: A Hybrid-Driven Reasoning Architecture for Verifiable Knowledge Graphs

Paper • 2507.15917 • Published Jul 21, 2025

I-Con: A Unifying Framework for Representation Learning

Paper • 2504.16929 • Published Apr 23, 2025 • 30
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

about 19 hours ago

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated Dec 17, 2025 • 15.7k • 1.43k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14, 2025 • 15
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17, 2025 • 99 • 17
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15, 2025 • 63

How to Synthesize Text Data without Model Collapse?

Paper • 2412.14689 • Published Dec 19, 2024 • 53
SepLLM: Accelerate Large Language Models by Compressing One Segment into One Separator

Paper • 2412.12094 • Published Dec 16, 2024 • 11
StyleTTS 2: Towards Human-Level Text-to-Speech through Style Diffusion and Adversarial Training with Large Speech Language Models

Paper • 2306.07691 • Published Jun 13, 2023 • 13
iSTFTNet: Fast and Lightweight Mel-Spectrogram Vocoder Incorporating Inverse Short-Time Fourier Transform

Paper • 2203.02395 • Published Mar 4, 2022 • 1

FLAME: Factuality-Aware Alignment for Large Language Models

Paper • 2405.01525 • Published May 2, 2024 • 30
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 45
Transformers Can Do Arithmetic with the Right Embeddings

Paper • 2405.17399 • Published May 27, 2024 • 54
EasyAnimate: A High-Performance Long Video Generation Method based on Transformer Architecture

Paper • 2405.18991 • Published May 29, 2024 • 12

TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks

Paper • 2412.14161 • Published Dec 18, 2024 • 51
Training Software Engineering Agents and Verifiers with SWE-Gym

Paper • 2412.21139 • Published Dec 30, 2024 • 26
OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis

Paper • 2412.19723 • Published Dec 27, 2024 • 87
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation

Paper • 2408.00764 • Published Aug 1, 2024 • 1

CodeFusion: A Pre-trained Diffusion Model for Code Generation

Paper • 2310.17680 • Published Oct 26, 2023 • 74
deepseek-ai/DeepSeek-R1

Text Generation • 685B • Updated Mar 27, 2025 • 3.95M • • 13.3k
deepseek-ai/DeepSeek-V3

Text Generation • 685B • Updated Mar 27, 2025 • 882k • • 4.06k
krutrim-ai-labs/Krutrim-2-instruct

Updated Mar 17, 2025 • 150 • 36

Compositional Foundation Models for Hierarchical Planning

Paper • 2309.08587 • Published Sep 15, 2023 • 11
ALPINE: Unveiling the Planning Capability of Autoregressive Learning in Language Models

Paper • 2405.09220 • Published May 15, 2024 • 27
WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents

Paper • 2504.15785 • Published Apr 22, 2025 • 22
CODA: Coordinating the Cerebrum and Cerebellum for a Dual-Brain Computer Use Agent with Decoupled Reinforcement Learning

Paper • 2508.20096 • Published Aug 27, 2025 • 37

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