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If you're at ICML and interested in verifiable inference, make sure to stop by our poster!
We will present TOPLOC, an efficient activation hashing method that works across a variety of settings, e.g. switching inference setups or even models.
July 16, 4:30pm, E-1106
Here's the original thread about TOPLOC that explains the ideas behind it:

29.1.2025
Today, we release TOPLOC: A Locality Sensitive Hashing Scheme for Verifiable Inference
- Detects modifications to models, prompts, or precision
- Robust across GPU types, tensor parallel configurations and attention kernels
- Up to 100× faster validation than generation
- Reduces memory overhead of proofs by 1000×
Building the foundation for decentralized, verifiable compute protocols.

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