Projects
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AutoHarnessBench: AI R&D at the Harness LayerA long-horizon benchmark evaluating harness-driven agent self-improvement.
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Privileged Self-Distillation: Post-Training from Corrected RolloutsA post-training method distilling privileged corrections to failed rollouts.
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Meta-Reward: Reward Modeling as Harness OptimizationFraming reward modeling as a harness optimization problem.
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67%→
80%
87%Meta-Agent: Continual Learning for AgentsAn open-source framework for agent continual learning.
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Canvas Coworker: AI for Knowledge WorkA production coding agent for long-horizon GTM and knowledge-work tasks with 100+ integrations.
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Goldfish: Vision-Language Understanding of Arbitrarily Long VideosA SOTA vision-language model for question answering on hour-long videos.
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SlowFormer: Adversarial Robustness for Efficient Vision TransformersAdversarial robustness for vision transformers.
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Continual Self-Supervised Learning with Knowledge DistillationA Twitch video embedding model that continually learns from video streams.
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Do Function Vectors Factor Task and Distribution?
An interpretability study of how LLMs represent tasks during in-context learning.
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Can LLMs Understand Quantifiers Like Humans?A study comparing human and LLM quantifier choices using Rational Speech Act models.
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MiniGPT4-Video: Advancing Multimodal LLMs for Video UnderstandingA multimodal LLM that interleaves visual and textual tokens for video understanding.
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DashGPT: Spreadsheets to Interactive DashboardsA system that turns spreadsheets into interactive dashboards.
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Mitigating Negative Transfer in Multi-Task Learning with EMA Loss Weighting
EMA-based loss weighting that reduces negative transfer in multi-task learning.
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Deep Learning-Based Autism Spectrum Disorder
Detection Using Emotion Features From VideoDetecting autism spectrum disorder from emotion features in video recordings.
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TikTok for Good: Creating a Diverse Emotion Expression DatabaseA diverse emotion-expression dataset collected from TikTok videos.
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Komma: Group Scheduling for Sales TeamsA group-meeting scheduling product for sales teams. Co-founder.