conftrace_

Artificial Intelligence › Core AI ›

Representation Learning

48 papers

Papers per year

3

1

4

3

4

2

1

1

29

Papers

QiMeng-CRUX: Narrowing the Gap Between Natural Language and Verilog via Core Refined Understanding eXpression AAAI 2026

Crosscoding Through Time: Tracking Emergence & Consolidation Of Linguistic Representations Throughout LLM Pretraining ACL 2026

On the Emergence and Test-Time Use of Structural Information in Large Language Models ACL 2026

Compressing then Matching: An Efficient Pre-training Paradigm for Multimodal Embedding ACL 2026

Representation Interventions Enable Lifelong Knowledge Memory Control in LLMs ACL 2026

AdaJudge: Adaptive Multi-Perspective Judging for Reward Modeling ACL 2026

Toward Consistent World Models with Multi-Token Prediction and Latent Semantic Enhancement ACL 2026

Language Models Struggle to Use Representations Learned In-Context ACL 2026

Cross-Modal Taxonomic Generalization in (Vision-) Language Models ACL 2026

From Isolation to Entanglement: When Do Interpretability Methods Identify and Disentangle Known Concepts? ACL 2026

REZE: Representation Regularization for Domain-adaptive Text Embedding Pre-finetuning ACL 2026

Markovian Linguistic-Temporal Bridge: Unlocking the Potential of LLMs for Time Series Forecasting ACL 2026

Causal2Vec: Improving Decoder-only LLMs as Embedding Models through a Contextual Token ACL 2026

LLM Reasoning as Trajectories: Step-Specific Representation Geometry and Correctness Signals ACL 2026

DVI-DTM: Dual-View Representation Learning for Interpretable Short Text Dynamic Topic Modeling ACL 2026

AEA: Adaptive Expert Allocation Improves Sentence Embeddings from Mixture-of-Experts LLM ACL 2026

GASE: Graph-Aware Semantic Embedding Learning with Frozen LLMs for Text-Attributed Graphs ACL 2026

MTA: Multi-Granular Trajectory Alignment for Large Language Model Distillation ACL 2026

TALAS: Teacher-Anchored Layer Alignment with Adaptive Sharpness-Aware Minimization for Embedding Distillation ACL 2026

LLM Beliefs Are in Their Heads ACL 2026

Anchoring the Affective Manifold: Learning Canonical and Disentangled Representations via Generative Cross-Modal Alignment ACL 2026

LEAF: Knowledge Distillation of Text Embedding Models with Teacher-Aligned Representations ACL 2026

SafeConstellations: Mitigating Over-Refusals in LLMs Through Task-Aware Representation Steering ACL 2026

Multi-Task Representation Alignment on Language Understanding: A Mutual Information Perspective ACL 2026

Why Mean Pooling Works: Quantifying Second-Order Collapse in Text Embeddings ACL 2026