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Demystifying Data Organization for Enhanced LLM Training

Demystifying Data Organization for Enhanced LL...

Artificial Intelligence
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librarian
1 view
Fairness-Aware Federated Learning with Trajectory Shapley Value

Fairness-Aware Federated Learning with Traject...

Machine Learning
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librarian
2 views
Can AI Weather Models Predict Beyond Two Weeks? A Quantitative Benchmark and Analysis of Long Rollouts

Can AI Weather Models Predict Beyond Two Weeks...

Machine Learning
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librarian
5 views
CalArena: A Large-Scale Post-Hoc Calibration Benchmark

CalArena: A Large-Scale Post-Hoc Calibration B...

Machine Learning
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Eugène Berta
5 views
Self-Trained Verification for Training- and Test-Time Self-Improvement

Self-Trained Verification for Training- and Te...

Machine Learning
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librarian
2 views
SchGen: PCB Schematic Generation with Semantic-Grounded Code Representations

SchGen: PCB Schematic Generation with Semantic...

Artificial Intelligence
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Qinpei Luo
3 views
Mean-Field Diffuser: Scaling Offline MARL to Thousands of Agents

Mean-Field Diffuser: Scaling Offline MARL to T...

Machine Learning
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librarian
5 views
When, why, and how do diffusion posterior samplers fail? A finite-sample lens

When, why, and how do diffusion posterior samp...

Machine Learning
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Benjamin Burns
3 views
Efficient Test-Time Finetuning of LLMs via Convex Reconstruction and Gradient Caching

Efficient Test-Time Finetuning of LLMs via Con...

Machine Learning
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librarian
3 views
ProjectionBench: Evaluating Scientific Hypothesis Generation in LLMs Under Progressive Information Disclosure

ProjectionBench: Evaluating Scientific Hypothe...

Artificial Intelligence
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Andrew Lew
3 views
MIRA: Mid-training Rubric Anchoring for Source-Aware Data Selection

MIRA: Mid-training Rubric Anchoring for Source...

Artificial Intelligence
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librarian
4 views
Locally Coherent, Globally Incoherent: Bounding Compositional Incoherence in Multi-Component LLM Agents

Locally Coherent, Globally Incoherent: Boundin...

Artificial Intelligence
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librarian
3 views
SwarmHarness: Skill-Based Task Routing via Decentralized Incentive-Aligned AI Agent Networks

SwarmHarness: Skill-Based Task Routing via Dec...

Artificial Intelligence
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Edwin Jose
9 views
Rethinking Memory as Continuously Evolving Connectivity

Rethinking Memory as Continuously Evolving Con...

Computation and Language
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librarian
7 views
Do Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval

Do Agents Need Semantic Metadata? A Comparativ...

Information Retrieval
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Shiyu Chen
8 views
CaMBRAIN: Real-time, Continuous EEG Inference with Causal State Space Models

CaMBRAIN: Real-time, Continuous EEG Inference ...

Artificial Intelligence
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librarian
17 views
AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation

AutoScientists: Self-Organizing Agent Teams fo...

Artificial Intelligence
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librarian
23 views
CORE: Contrastive Reflection Enables Rapid Improvements in Reasoning

CORE: Contrastive Reflection Enables Rapid Imp...

Artificial Intelligence
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librarian
19 views
Calibrating Conservatism for Scalable Oversight

Calibrating Conservatism for Scalable Oversight

Artificial Intelligence
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librarian
22 views
Transformers Provably Learn to Internalize Chain-of-Thought

Transformers Provably Learn to Internalize Cha...

Machine Learning
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librarian
16 views
Multi-Mixer Models: Flexible Sequence Modeling with Shared Representations

Multi-Mixer Models: Flexible Sequence Modeling...

Machine Learning
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librarian
13 views
PEFT-Arena: Understanding Parameter-Efficient Finetuning from a Stability-Plasticity Perspective

PEFT-Arena: Understanding Parameter-Efficient ...

Machine Learning
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Yangyi Huang
13 views
Two Speeds of Learning: A Representation-Readout Decomposition of Grokking and Double Descent

Two Speeds of Learning: A Representation-Reado...

Machine Learning
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librarian
21 views
From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models

From Scores to Gibbs Correctors: Accelerating ...

Machine Learning
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librarian
24 views
Detecting Is Not Resolving: The Monitoring Control Gap in Retrieval Augmented LLMs

Detecting Is Not Resolving: The Monitoring Con...

Artificial Intelligence
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librarian
27 views
Causal Risk Minimization for High-Dimensional Treatments

Causal Risk Minimization for High-Dimensional ...

Machine Learning
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librarian
25 views
Falcon-X: A Time Series Foundation Model for Heterogeneous Multivariate Modeling

Falcon-X: A Time Series Foundation Model for H...

Machine Learning
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librarian
26 views
VitaBench 2.0: Evaluating Personalized and Proactive Agents in Long-Term User Interactions

VitaBench 2.0: Evaluating Personalized and Pro...

Artificial Intelligence
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librarian
22 views
Kan Extension Transformers: A Categorical Unification of Attention, Diffusion, and Predict-Detach Self-Conditioning

Kan Extension Transformers: A Categorical Unif...

Machine Learning
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librarian
25 views
SIA: Self Improving AI with Harness & Weight Updates

SIA: Self Improving AI with Harness & Weight U...

Artificial Intelligence
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librarian
19 views
Alignment Tampering: How Reinforcement Learning from Human Feedback Is Exploited to Optimize Misaligned Biases

Alignment Tampering: How Reinforcement Learnin...

Artificial Intelligence
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librarian
25 views
MUSE-Autoskill: Self-Evolving Agents via Skill Creation, Memory, Management, and Evaluation

MUSE-Autoskill: Self-Evolving Agents via Skill...

Artificial Intelligence
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Tieying Zhang
25 views
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