SpeechCombine produces instruction-following SLMs via speech pre-training followed by direct weight combination with the text LLM instruction delta, without any speech instruction tuning.
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4 Pith papers cite this work. Polarity classification is still indexing.
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Amnesia is a replay composition attack on continual learning that tilts class distributions under visibility (delta) and mass (f) budgets to reduce accuracy while evading audits.
A task-alignment proxy — feature distance between merged and per-task encoders on unlabeled data — selects merging hyperparameters nearly as well as full downstream evaluation, at a fraction of the cost.
ORBIT preserves foundational language capabilities during generative retrieval fine-tuning by using origin-regulated weight averaging to constrain parameter drift beyond a distance threshold.
citing papers explorer
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Unlocking Speech-Text Compositional Powers: Instruction-Following Speech Language Models without Instruction Tuning
SpeechCombine produces instruction-following SLMs via speech pre-training followed by direct weight combination with the text LLM instruction delta, without any speech instruction tuning.
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Amnesia: A Stealthy Replay Attack on Continual Learning Dreams
Amnesia is a replay composition attack on continual learning that tilts class distributions under visibility (delta) and mass (f) budgets to reduce accuracy while evading audits.
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Task Alignment: A Simple Proxy for Practical Model Merging Across Diverse Vision Tasks
A task-alignment proxy — feature distance between merged and per-task encoders on unlabeled data — selects merging hyperparameters nearly as well as full downstream evaluation, at a fraction of the cost.
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ORBIT: Preserving Foundational Language Capabilities in GenRetrieval via Origin-Regulated Merging
ORBIT preserves foundational language capabilities during generative retrieval fine-tuning by using origin-regulated weight averaging to constrain parameter drift beyond a distance threshold.