Can we condition LoRAs to use their great performance for 0-shot adaptations? 🤔. So far, LoRAs have been used extensively but their adaptions remain static after training. We introduce LoRAdapter: efficient and flexible conditioning of LoRAs, which we validate on SD. 🧵👇

Check it out! 🔥.

RT @opinionsdotfun: As we prepare for our upcoming launch, we're excited to announce our acceptance into @heliuslabs Startup Launchpad. Opi….

Why does withdrawing from @Blast_L2 require a 14 Day Withdrawal Period when there are no fraud proofs anyway and it's basically just a multisig? Cries in Stage 0 L2 @l2beat . .

RT @itsbautistam: New paper! Check out Nick's work on efficient adapters for text-to-image diffusion, this was a fun collaboration between….

Lastly, I want to thank my amazing co-authors for their valuable feedback and help:.Thanks @StefanABaumann @jsusskin @itsbautistam !!.

Overall, LoRAdapter is very flexible and efficient, which we show by gradually reducing the rank of a LoRA conditioned on Style. Even a tiny LoRAdapter can still achieve decent performance!

Due to the extreme flexibility of LoRAs, we can use LoRAdapter for different types of conditioning and models. In the paper, we show Structure (Depth, HED, . ) and Style conditioning. But way more is possible!

Project page: Repo: Our method works by applying an affine transformation in the low-rank subspace of the LoRA. This regularizes the conditioning and results in an efficient and performant conditioning approach.

RT @multimodalart: Whoa, new work by the CompVis group! 👁️🖥️ . ControlNet 🤝 IPAdapter 🟰.LoRAdapter . Enables both style & structure control….

RT @iScienceLuvr: CTRLorALTer: Conditional LoRAdapter for Efficient 0-Shot Control & Altering of T2I Models. abs: p….

RT @sagarbarvaliya: Here are some glimps of @chainlink & @PretzelDAO meetup at @TU_Muenchen from yesterday. Our special guest was @Vijay….

RT @CSProfKGD: Perhaps “Boosting Latent Diffusion with Flow Matching”?

RT @ElixirProtocol: Elixir’s v2 public testnet is live!. Claim testnet ELXR tokens and use them to run a validator, or delegate tokens to a….

Requesting $ETH funds from the #Stakely Faucet on the Ethereum Holesky Testnet blockchain. Request ID: SVPJY0KW #privacy

RT @ethmunich: 🎁🎄🎁 Happy Holidays! 🎁🎄🎁. As a gift for our hackers, we are sharing the photo album from the event. You can find the link in….

RT @ethmunich: ETHMunich Hackathon is made possible by our sponsors. Thank you @EF_ESP for supporting the first edition of ETHMunich as a s….

RT @ethmunich: Dear hackers, check your emails; our first wave of acceptance emails has been sent!. Sender address: "gm@ethmunich.de". http….

Thank you @0xPolygonLabs !.

Make sure to apply!!.